Contribuições da Campanha Presidencial America em 2016, estado do TX por Daniel Teobaldo

Introdução

Para este projeto escolhi uma das bases de dados sugeridas pela Udacity: Financiamento da Campanha Presidencial dos EUA de 2016.

A idéia inicial era de se fazer a analise do estado de NY, no entanto havia uma discrepancia muito grande nas contibuições uma vez que o comite “HILLARY VICTORY FUND” foi responsável por 45% do valor financiado referente a este estado em apenas 23 das 649.460 contribuições registradas, sendo todas elas com valores acima de U$ 100.000. Este foi o único contribuinte que realizou contribuições acima deste valor. A maior contribuição abaixo deste valor de U$ 100.000 foi de U$ 11.816,25. Poderia ser feita uma remoção dos outliers, porém esta ação traria um dataset que não representa o conjunto de dados do estado.

#Verifica a distribuição dos valores de controbuições do dataset
summary(USACampaign$contb_receipt_amt)
##     Min.  1st Qu.   Median     Mean  3rd Qu.     Max. 
##   -10100       15       27      264      100 12777706
USACampaign$contb_receipt_amt <- abs(USACampaign$contb_receipt_amt)
USACampaign$contb_range <- cut(USACampaign$contb_receipt_amt, c(0,100,500,2000,50000,max(USACampaign$contb_receipt_amt)))

#Verifica contribuintes com contribuições superiores a U$ 100.000
USACampaign[USACampaign$contb_receipt_amt >= 100000,]$contbr_nm
##  [1] HILLARY VICTORY FUND - UNITEMIZED HILLARY VICTORY FUND - UNITEMIZED
##  [3] HILLARY VICTORY FUND - UNITEMIZED HILLARY VICTORY FUND - UNITEMIZED
##  [5] HILLARY VICTORY FUND - UNITEMIZED HILLARY VICTORY FUND - UNITEMIZED
##  [7] HILLARY VICTORY FUND - UNITEMIZED HILLARY VICTORY FUND - UNITEMIZED
##  [9] HILLARY VICTORY FUND - UNITEMIZED HILLARY VICTORY FUND - UNITEMIZED
## [11] HILLARY VICTORY FUND - UNITEMIZED HILLARY VICTORY FUND - UNITEMIZED
## [13] HILLARY VICTORY FUND - UNITEMIZED HILLARY VICTORY FUND - UNITEMIZED
## [15] HILLARY VICTORY FUND - UNITEMIZED HILLARY VICTORY FUND - UNITEMIZED
## [17] HILLARY VICTORY FUND - UNITEMIZED HILLARY VICTORY FUND - UNITEMIZED
## [19] HILLARY VICTORY FUND - UNITEMIZED HILLARY VICTORY FUND - UNITEMIZED
## [21] HILLARY VICTORY FUND - UNITEMIZED HILLARY VICTORY FUND - UNITEMIZED
## [23] HILLARY VICTORY FUND - UNITEMIZED
## 119407 Levels:  BLACKMORE, ANDI POTAMKIN ... ZYWICZYNSKI, JERRY MR.
#Valor máximo abaixo de U$ 100.000
max(USACampaign[USACampaign$contb_receipt_amt < 100000,]$contb_receipt_amt)
## [1] 11816.25
sum(USACampaign[USACampaign$contbr_nm == "HILLARY VICTORY FUND - UNITEMIZED",]$contb_receipt_amt)/sum(USACampaign$contb_receipt_amt)*100
## [1] 45.12158
dim(USACampaign[USACampaign$contbr_nm == "HILLARY VICTORY FUND - UNITEMIZED",])
## [1] 23 21
USACampaign$hillary_comitte <- ifelse(USACampaign$contbr_nm == "HILLARY VICTORY FUND - UNITEMIZED", "Y", "N")

Quando comparamos as contribuições do contribuinte HILLARY VICTORY FUND - UNITEMIZED e os demais contribuintes, vemos que o valor total das contribuições são próximos, porém as quantidade de contribuições da comite da Hillary são significamente menores.

Abaixo uma comparação entre a quantidade de contribuições realizadas por faixa de valor versus o total arrecadado.

É possível notar também o impacto das contribuições de valores elevados quando comparamos os quartils dos valores com e sem estas contribuições, para cada candidato.

Esta discrepancia prejudicaria a avaliação das contribuições entre os candidatos e restringiria as analises dos dados. Desta forma optei por fazer a analise das contribuições feitas pelos eleitores do estado do TX, que traz uma distribuição mais homogenea nas contribuições.

=============================================================

Analise do dataset do estado do Texas

## [1] 12084    19
## [1] 24 19
## 
##        DALLA       DALLAA       DALLAD      DALLALS       DALLAS 
##            1            1            4            1        40656 
## DALLAS TEXAS    DALLAS TX      DALLAS,   DALLAS, TX      DALLAS9 
##            2            1            1            1            1 
##     DALLASTX      DALLASV      DALLLAS 
##            1            2            1

Algumas verificações simples nesta base de dados nos aponta necessidade de tratamento das informações. Este tratamento será feito em um script a parte, em python (tratarDados.py). Maiores detalhes sobre este tratamentos pode ser visualizado no arquivo Tratamento de dados.md.

## [1] 16600
##                  RETIRED                                      NOT EMPLOYED 
##                   142978                    29745                    24405 
##                   LAWYER            SELF-EMPLOYED                  TEACHER 
##                    17517                    13267                    13119 
##                HOMEMAKER                 ENGINEER                PHYSICIAN 
##                    11325                     9016                     8817 
##                    SALES                    NURSE               CONSULTANT 
##                     6943                     5613                     5519 
##              REAL ESTATE                  MANAGER               ACCOUNTANT 
##                     5327                     4851                     4054 
##       SOFTWARE DEVELOPER                      CEO                PRESIDENT 
##                     2896                     2750                     2386 
##        SOFTWARE ENGINEER                       RN                  STUDENT 
##                     2374                     2372                     2357 
##                      CPA                EXECUTIVE                 EDUCATOR 
##                     2081                     2008                     1866 
##          PROJECT MANAGER                 DIRECTOR                   WRITER 
##                     1710                     1472                     1425 
##                  RANCHER             TRUCK DRIVER                MARKETING 
##                     1409                     1403                     1279 
##           OFFICE MANAGER                INSURANCE                    PILOT 
##                     1262                     1224                     1167 
##               PHARMACIST                   ARTIST            ADMINISTRATOR 
##                     1118                     1096                     1049 
##             PSYCHOLOGIST                  ANALYST                GEOLOGIST 
##                     1049                     1034                     1030 
##                 INVESTOR             CONSTRUCTION                   FARMER 
##                     1021                     1005                      977 
##               CONTRACTOR                LIBRARIAN                PARALEGAL 
##                      970                      966                      945 
##                  REFUSED                      CFO            SOCIAL WORKER 
##                      922                      901                      880 
##           VICE PRESIDENT                ARCHITECT                  DENTIST 
##                      859                      857                      843 
##               MANAGEMENT                 DISABLED                       IT 
##                      806                      805                      777 
##                  FINANCE                   DRIVER               BOOKKEEPER 
##                      754                      739                      720 
##                   PASTOR                 MUSICIAN              INVESTMENTS 
##                      716                      715                      704 
##              ELECTRICIAN                   BANKER            SALES MANAGER 
##                      665                      659                      659 
##               IT MANAGER        FINANCIAL ADVISOR                 DESIGNER 
##                      652                      641                      640 
##                 MINISTER             VETERINARIAN             PHOTOGRAPHER 
##                      616                      615                      605 
##          GENERAL MANAGER          PSYCHOTHERAPIST         FLIGHT ATTENDANT 
##                      573                      573                      572 
##             GEOPHYSICIST         GRAPHIC DESIGNER                SECRETARY 
##                      572                      569                      567 
##                SCIENTIST               TECHNICIAN             ENTREPRENEUR 
##                      564                      534                      523 
##         PROPERTY MANAGER         BUSINESS ANALYST               SUPERVISOR 
##                      514                      513                      499 
##                   RETAIL                EDUCATION                    CLERK 
##                      484                      480                      477 
## ADMINISTRATIVE ASSISTANT          LEGAL ASSISTANT                 BUSINESS 
##                      471                      470                      469 
##       PHYSICAL THERAPIST      ELECTRICAL ENGINEER          HUMAN RESOURCES 
##                      468                      456                      456 
##                  LANDMAN                  BANKING                 SOFTWARE 
##                      454                      449                      447 
##       EXECUTIVE DIRECTOR      EXECUTIVE ASSISTANT          ACCOUNT MANAGER 
##                      440                      437                      429 
##     SALES REPRESENTATIVE                  PARTNER                  (Other) 
##                      418                      403                   168005 
##                     NA's 
##                      139
##         Min.      1st Qu.       Median         Mean      3rd Qu. 
## "2013-10-21" "2016-02-06" "2016-04-29" "2016-04-27" "2016-08-12" 
##         Max. 
## "2016-12-31"
## [1] 548372     29
##  [1] "cmte_id"                "cand_id"               
##  [3] "cand_nm"                "contbr_nm"             
##  [5] "contbr_city"            "contbr_st"             
##  [7] "contbr_zip"             "contbr_employer"       
##  [9] "contbr_occupation"      "contb_receipt_amt"     
## [11] "contb_receipt_dt"       "receipt_desc"          
## [13] "memo_cd"                "memo_text"             
## [15] "form_tp"                "file_num"              
## [17] "tran_id"                "election_tp"           
## [19] "X"                      "city"                  
## [21] "lon"                    "lat"                   
## [23] "party"                  "cmte_nm"               
## [25] "cmte_dsgn"              "contb_receipt_dt_day"  
## [27] "contb_receipt_dt_month" "contb_receipt_dt_year" 
## [29] "contb_receipt_date"
## 'data.frame':    548372 obs. of  29 variables:
##  $ cmte_id               : Factor w/ 26 levels "C00458844","C00496034",..: 7 16 16 8 7 7 16 16 7 16 ...
##  $ cand_id               : Factor w/ 25 levels "P00003392","P20002671",..: 1 23 23 12 1 1 23 23 1 23 ...
##  $ cand_nm               : Factor w/ 25 levels "Bush, Jeb","Carson, Benjamin S.",..: 4 23 23 20 4 4 23 23 4 23 ...
##  $ contbr_nm             : chr  "MILLARD, SUSAN C." "SELLERS, CHRISTINE" "SELLERS, DAVID" "LEONE, MICHELLE" ...
##  $ contbr_city           : chr  "CORPUS CHRISTI" "FORT WORTH" "WILLIS" "NORTH RICHLAND HILLS" ...
##  $ contbr_st             : chr  "TX" "TX" "TX" "TX" ...
##  $ contbr_zip            : chr  "784112213" "76108" "77318" "761826749" ...
##  $ contbr_employer       : chr  "N/A" "BAYLOR HEALTHCARE SYSTEM" "RETIRED" "NOT EMPLOYED" ...
##  $ contbr_occupation     : Factor w/ 17309 levels ""," COUNSELOR",..: 13427 10139 13427 10106 14283 13859 1 1 11331 7205 ...
##  $ contb_receipt_amt     : num  37.1 127.1 80 15 50 ...
##  $ contb_receipt_dt      : chr  "16-APR-16" "28-SEP-16" "01-DEC-16" "06-MAR-16" ...
##  $ receipt_desc          : chr  "" "" "" "" ...
##  $ memo_cd               : logi  NA NA NA NA NA NA ...
##  $ memo_text             : logi  NA NA NA NA NA NA ...
##  $ form_tp               : chr  "SA18" "SA18" "SA18" "SA17A" ...
##  $ file_num              : int  1091718 1146165 1146165 1077404 1091718 1091718 1146165 1146165 1091718 1146165 ...
##  $ tran_id               : chr  "C4725643" "SA18.90357" "SA18.120784" "VPF7BKZGYE4" ...
##  $ election_tp           : chr  "P2016" "G2016" "G2016" "P2016" ...
##  $ X                     : logi  NA NA NA NA NA NA ...
##  $ city                  : chr  "CORPUS CHRISTI" "FORT WORTH" "WILLIS" "NORTH RICHLAND HILLS" ...
##  $ lon                   : num  -97.4 -97.3 -95.5 -97.2 -98.5 ...
##  $ lat                   : num  27.8 32.8 30.4 32.9 29.4 ...
##  $ party                 : chr  "DEM" "REP" "REP" "DEM" ...
##  $ cmte_nm               : chr  "HILLARY FOR AMERICA" "DONALD J. TRUMP FOR PRESIDENT, INC." "DONALD J. TRUMP FOR PRESIDENT, INC." "BERNIE 2016" ...
##  $ cmte_dsgn             : chr  "P" "P" "P" "P" ...
##  $ contb_receipt_dt_day  : int  16 28 1 6 9 4 29 30 21 4 ...
##  $ contb_receipt_dt_month: Ord.factor w/ 12 levels "JAN"<"FEB"<"MAR"<..: 4 9 12 3 4 4 11 11 4 10 ...
##  $ contb_receipt_dt_year : int  16 16 16 16 16 16 16 16 16 16 ...
##  $ contb_receipt_date    : Date, format: "2016-04-16" "2016-09-28" ...
##       cmte_id            cand_id                            cand_nm      
##  C00575795:203928   P00003392:203928   Clinton, Hillary Rodham  :203928  
##  C00574624:138799   P60006111:138799   Cruz, Rafael Edward 'Ted':138799  
##  C00577130: 79955   P60007168: 79955   Sanders, Bernard         : 79955  
##  C00580100: 77916   P80001571: 77916   Trump, Donald J.         : 77916  
##  C00573519: 23694   P60005915: 23694   Carson, Benjamin S.      : 23694  
##  C00458844:  8984   P60006723:  8984   Rubio, Marco             :  8984  
##  (Other)  : 15096   (Other)  : 15096   (Other)                  : 15096  
##   contbr_nm         contbr_city         contbr_st        
##  Length:548372      Length:548372      Length:548372     
##  Class :character   Class :character   Class :character  
##  Mode  :character   Mode  :character   Mode  :character  
##                                                          
##                                                          
##                                                          
##                                                          
##   contbr_zip        contbr_employer        contbr_occupation 
##  Length:548372      Length:548372      RETIRED      :142978  
##  Class :character   Class :character                : 29745  
##  Mode  :character   Mode  :character   NOT EMPLOYED : 24405  
##                                        LAWYER       : 17517  
##                                        SELF-EMPLOYED: 13267  
##                                        (Other)      :320321  
##                                        NA's         :   139  
##  contb_receipt_amt  contb_receipt_dt   receipt_desc       memo_cd       
##  Min.   :    0.01   Length:548372      Length:548372      Mode:logical  
##  1st Qu.:   25.00   Class :character   Class :character   NA's:548372   
##  Median :   40.00   Mode  :character   Mode  :character                 
##  Mean   :  175.02                                                       
##  3rd Qu.:  100.00                                                       
##  Max.   :16600.00                                                       
##                                                                         
##  memo_text        form_tp             file_num         tran_id         
##  Mode:logical   Length:548372      Min.   :1003942   Length:548372     
##  NA's:548372    Class :character   1st Qu.:1077404   Class :character  
##                 Mode  :character   Median :1096256   Mode  :character  
##                                    Mean   :1097493                     
##                                    3rd Qu.:1133832                     
##                                    Max.   :1146285                     
##                                                                        
##  election_tp           X               city                lon         
##  Length:548372      Mode:logical   Length:548372      Min.   :-124.03  
##  Class :character   NA's:548372    Class :character   1st Qu.: -97.74  
##  Mode  :character                  Mode  :character   Median : -96.93  
##                                                       Mean   : -97.11  
##                                                       3rd Qu.: -95.47  
##                                                       Max.   : -71.06  
##                                                       NA's   :613      
##       lat           party             cmte_nm           cmte_dsgn        
##  Min.   :24.66   Length:548372      Length:548372      Length:548372     
##  1st Qu.:29.76   Class :character   Class :character   Class :character  
##  Median :30.26   Mode  :character   Mode  :character   Mode  :character  
##  Mean   :30.99                                                           
##  3rd Qu.:32.76                                                           
##  Max.   :46.88                                                           
##  NA's   :613                                                             
##  contb_receipt_dt_day contb_receipt_dt_month contb_receipt_dt_year
##  Min.   : 1.00        OCT    : 68919         Min.   :13.00        
##  1st Qu.: 8.00        JUL    : 57731         1st Qu.:16.00        
##  Median :16.00        MAR    : 56585         Median :16.00        
##  Mean   :16.36        SEP    : 52846         Mean   :15.81        
##  3rd Qu.:25.00        APR    : 50181         3rd Qu.:16.00        
##  Max.   :31.00        AUG    : 49822         Max.   :16.00        
##                       (Other):212288                              
##  contb_receipt_date  
##  Min.   :2013-10-21  
##  1st Qu.:2016-02-06  
##  Median :2016-04-29  
##  Mean   :2016-04-27  
##  3rd Qu.:2016-08-12  
##  Max.   :2016-12-31  
## 

Este dataset do estado do Texas contem 548.396 observações com 28 variaveis. O dataset original (sem tratamento) contém 18 variáveis.

Seção de Gráficos Univariados

Uma analise importante é como as contribuições estão distribuidas por candidato. Já pensando em uma analise por partido, neste gráfico já decidi classificar os candidatos. Para a difinição do partido, consideramos a classificação registrada na base de dados de candidatos obtida no site da FEC.

Nesta análise percebemos que a grande maioria das contribuições se concentram nos 4 primeiros candidatos, mas é importante notar que quando ordenamos por valor total arrecadado, existe um inversão nas posições. Devido a essa inversão farei uma análise focada nos 7 candidatos com maior volume arrecada, no lugar de 5 candidatos que era a idéia inicial.

Uma analise mais detalhada desse aspecto será realizada na seção de gráficos bivariados.

Como esperado, nota-se que a maior parte das contribuições se destinam aos candidatos democratas (DEM) e republicanos (REP), desta forma vamos considerar apenas estes 2 partidos nas analises.

Nesta analise procurei fazer uma avaliação identificardas contribuições ocorreram ao longo do período. Primeiro considerei todo o período do dataset e então fiz uma analise focada em 2016, ano da eleição.

##         Min.      1st Qu.       Median         Mean      3rd Qu. 
## "2013-10-21" "2016-02-06" "2016-04-29" "2016-04-27" "2016-08-12" 
##         Max. 
## "2016-12-31"

Em uma análise da distribuição dos valores de contribuições já podemos perceber como as contribuições de menores valores são a maioria em quantidade, como já se era de esperar.

Para uma analise de um espectro maior de valores, reduzi o binwidth em 10x. Na sequência apliqei uma escala logaritima para exibir melhor o valores com menos contribuuções e reduzi o limite do eixo x com o objetivo de focar nos valores de contribuições mais frequentes, chegando no limite de um quartil de 95%.

##     Min.  1st Qu.   Median     Mean  3rd Qu.     Max. 
##     0.01    25.00    40.00   175.02   100.00 16600.00

## 95% 
## 700

Decidi classificar os valores de contribuição considerando as seguintes faixas de valores: - Até 100,00 - 100,01 a 500,00 - 500,01 a 2.000,00 - Acima de 2.000,00

## # A tibble: 30 x 2
##           city count
##          <chr> <int>
##  1     HOUSTON 71294
##  2      AUSTIN 57745
##  3      DALLAS 41118
##  4 SAN ANTONIO 30240
##  5  FORT WORTH 16307
##  6      SPRING 12167
##  7       PLANO  9603
##  8     EL PASO  7763
##  9   ARLINGTON  7324
## 10        KATY  6063
## # ... with 20 more rows

## # A tibble: 10 x 2
##    contbr_occupation  count
##               <fctr>  <int>
##  1           RETIRED 142978
##  2                    29745
##  3      NOT EMPLOYED  24405
##  4            LAWYER  17517
##  5     SELF-EMPLOYED  13267
##  6           TEACHER  13119
##  7         HOMEMAKER  11325
##  8          ENGINEER   9016
##  9         PHYSICIAN   8817
## 10             SALES   6943

Análise Univariada

Qual é a estrutura do conjunto de dados?

O conjunto de dados possui registros de contribuições para o estado de TX, com 28 atributos no arquivo tratado e 18 no arquivo original.

Quais são os principais atributos de interesse deste conjunto de dados?

Os principais atributos deste conjunto de dados são os candidatos (cand_nm) e os valores das contribuições (contb_receipt_amt).

Quais outros atributos você acha que podem lhe auxiliar na investigação destes atributos de interesse?

Atributos realcionados a origem das contribuições serão muito úteis nesta analise. Entre elas estão:

  • Nome do comite
  • Nome do contribuinte
  • Data de contribuição
  • Ocupação do contribuinte
  • Cidade do contribuinte

Além destas existem variáveis importantes como o partido do candidato.

Você criou novas variáveis a partir dos atributos existentes no conjunto de dados?

Sim. Foram criados as seguintes variaveis: - A partir da data, criei colunas com os componentes da data de contribuição (dia, mês e ano) - Foram incorporados dados do dataset de CEP (zipcode): cidade, longitude e latitude - Foi adicionada uma coluna com faixas dos valores doados. - A partir da base de dados dos candidatos (obtido na FEC), foi incorporado o partido do candidato - A partir da base de dados dos comites (obtido na FEC), foi incorporado o nome do comite

Dos atributos investigados, distribuições incomuns foram encontradas? Você aplicou operações nos dados para limpá-los, ajustá-los ou mudar a forma dos dados? Se sim, por quê?

Foram realizados tratamentos nos valores de contribuição. Para os valores negativos, foi considerado o valor absoluto. As contribuições zeradas foram eliminadas.

As datas de contribuição carregadas originalmente como caracter, foram convertidas para Date e quebrada em colunas separadas para dia, mes e ano.

Conforme apresentado na seção de tratamento de dados, fiz uma ajuste nos nomes das cidades para eleminar as cidades iguais registradas com grafias diferentes. O mesmo tratamento foi realizado para a ocupação dos contribuintes.

Todos os tratamentos foram realizados num script python a parte (tratarDados.py).

Seção de Gráficos Bivariados

Aqui fiz uma analise das distriuição dos valores ao longo do tempo. No primeiro gráfico foi feita uma analise mais ampla por todo o período compreendido no dataset. No segundo reduzi o faixa de valores para o ano de 2016 e foi considerada as contribuições realizadas dentro de 99% da amostragem.

## `geom_smooth()` using method = 'gam'

## `geom_smooth()` using method = 'gam'
## Warning: Removed 101744 rows containing non-finite values (stat_smooth).
## Warning: Removed 104466 rows containing missing values (geom_point).

Nesta analise podemos perceber a presença de faixas horizontais bem definidas para os valores doados com mais frequncias. Estes normalmente ão valores redodndos. Uma faixa bem definida é a 2700 dolares, que era o limite máximo permitido para pessoas físicas Limites de contribuições - FEC. Considerando eleições primárias e geral, é possível uma doação de $5.400,00 (2.700 para cada).

Estas mesmas faixas podem ser percebidas quando analisamos a os valores de contribuição por candidato, como visto abaixo.

## Warning: Removed 7214 rows containing missing values (geom_point).

Nesta sequencia de gráficos vemos as relações entre candidatos e valores de contribuição. Ao contrário do que normalmente seria esperado, o candidato com mais contribuições não é o mesmo com maior valor arrecadado. O candidato Jeb Bush, apesar de possuir menos de 5% das contribuições de Bernard Sanders, conseguiu arrecadar um pouco que o este. No caso especial de Jeb Bush, isto pode ter relação com o fato do Texas ser o seu estado Natal, além da sua relação com os outros 2 ex-presidentes Bush (pai e irmão).

## # A tibble: 7 x 4
##                     cand_nm   qtde valor_total valor_medio
##                      <fctr>  <int>       <dbl>       <dbl>
## 1                 Bush, Jeb   3578   4523399.1   1264.2256
## 2       Carson, Benjamin S.  23694   3830272.6    161.6558
## 3  Christie, Christopher J.    198    295205.0   1490.9343
## 4   Clinton, Hillary Rodham 203928  23341676.1    114.4604
## 5 Cruz, Rafael Edward 'Ted' 138799  33971577.3    244.7538
## 6            Fiorina, Carly   2541    682558.6    268.6181
## 7      Gilmore, James S III      5     11800.0   2360.0000

Um comportamento semelhante pode ser observado quando analisamos os 2 principais partidos (Democratas e Republicanos). Embora os democratas tenham uma quantidade de contribuições maior do que a dos republicanos (feitas principalmente em nome de Hillary Cinton), o valor arreacadado do segundo é quase o dobro do primeiro.

Na distribuição das doações entre as cidades do estado do TX, temos Austin em segundo, atrás apenas da cidade de Houston, porém quando analisamos o valor total, Dallas vem em segundo, deixando Austin em terceiro. Isto poderia estar relacionada a renda media de cada cidade mas sem os dados de rendimentos não é possível esta analise.

Por fim fiz uma analise da distribuição geográfica das doações com base nas informações de longitude (lon) e latitude (lat) recolhidas na base de dados de zipcode.

Como esperado, a maioria das doação estão concentradas na parte leste do estado, onde se localizam as cidades com maior quantidade de contribuições: Houston, Austin e Dallas.

## Warning: use rgdal::readOGR or sf::st_read

## Warning: use rgdal::readOGR or sf::st_read
## Object of class SpatialPolygonsDataFrame
## Coordinates:
##          min       max
## x -106.64565 -93.50804
## y   25.83716  36.50070
## Is projected: NA 
## proj4string : [NA]
## Data attributes:
##  STATEFP     COUNTYFP      COUSUBFP       COUSUBNS          GEOID    
##  48:862   027    :  9   90005  :  1   01938476:  1   4800190650:  1  
##           309    :  9   90010  :  1   01938477:  1   4800191205:  1  
##           085    :  8   90015  :  1   01938478:  1   4800191390:  1  
##           099    :  8   90017  :  1   01938479:  1   4800192615:  1  
##           215    :  8   90020  :  1   01938480:  1   4800192945:  1  
##           277    :  8   90025  :  1   01938481:  1   4800390085:  1  
##           (Other):812   (Other):856   (Other) :856   (Other)   :856  
##                NAME                     NAMELSAD   LSAD     CLASSFP 
##  Cedar Creek Lake:  3   Cedar Creek Lake CCD:  3   22:862   Z5:862  
##  Amarillo        :  2   Amarillo CCD        :  2                    
##  Dalhart         :  2   Dalhart CCD         :  2                    
##  Fort Hood       :  2   Fort Hood CCD       :  2                    
##  Gladewater      :  2   Gladewater CCD      :  2                    
##  Kilgore         :  2   Kilgore CCD         :  2                    
##  (Other)         :849   (Other)             :849                    
##    MTFCC     CNECTAFP   NECTAFP    NCTADVFP   FUNCSTAT     ALAND          
##  G4040:862   NA's:862   NA's:862   NA's:862   S:862    Min.   :2.939e+07  
##                                                        1st Qu.:3.446e+08  
##                                                        Median :5.289e+08  
##                                                        Mean   :7.850e+08  
##                                                        3rd Qu.:9.027e+08  
##                                                        Max.   :9.519e+09  
##                                                                           
##      AWATER                 INTPTLAT           INTPTLON  
##  Min.   :0.000e+00   +25.9648763:  1   -093.7054610:  1  
##  1st Qu.:1.255e+06   +26.1029227:  1   -093.7135949:  1  
##  Median :3.961e+06   +26.1388555:  1   -093.7757556:  1  
##  Mean   :2.206e+07   +26.1503878:  1   -093.7858765:  1  
##  3rd Qu.:1.177e+07   +26.1710987:  1   -093.7971206:  1  
##  Max.   :1.262e+09   +26.1883773:  1   -093.8170037:  1  
##                      (Other)    :856   (Other)     :856
##     STATEFP COUNTYFP COUSUBFP COUSUBNS      GEOID
## 0        48      133    91590 01938795 4813391590
## 1        48      133    93190 01939119 4813393190
## 2        48      133    91135 01938705 4813391135
## 3        48      133    93250 01939131 4813393250
## 4        48      125    93705 01939223 4812593705
## 5        48      125    91050 01938688 4812591050
## 6        48      205    90690 01938616 4820590690
## 7        48      117    91785 01938838 4811791785
## 8        48      117    91790 01938839 4811791790
## 9        48      219    93320 01939145 4821993320
## 10       48      131    93215 01939124 4813193215
## 11       48      131    90260 01938527 4813190260
## 12       48      277    92970 01939075 4827792970
## 13       48      053    90450 01938565 4805390450
## 14       48      289    92775 01939036 4828992775
## 15       48      423    93950 01939272 4842393950
## 16       48      423    94205 01939323 4842394205
## 17       48      423    93970 01939276 4842393970
## 18       48      423    94260 01939334 4842394260
## 19       48      039    90094 01938494 4803990094
## 20       48      039    90055 01938486 4803990055
## 21       48      039    90415 01938558 4803990415
## 22       48      253    91695 01938820 4825391695
## 23       48      465    90995 01938677 4846590995
## 24       48      465    91000 01938678 4846591000
## 25       48      465    91005 01938679 4846591005
## 26       48      253    93720 01939226 4825393720
## 27       48      155    90915 01938661 4815590915
## 28       48      155    93890 01939260 4815593890
## 29       48      219    90115 01938498 4821990115
## 30       48      219    93800 01939242 4821993800
## 31       48      259    90360 01938547 4825990360
## 32       48      293    92050 01938891 4829392050
## 33       48      293    93135 01939108 4829393135
## 34       48      293    91650 01938807 4829391650
## 35       48      293    93015 01939084 4829393015
## 36       48      293    93900 01939262 4829393900
## 37       48      393    92555 01938992 4839392555
## 38       48      371    91870 01938855 4837191870
## 39       48      371    91375 01938752 4837191375
## 40       48      319    92450 01938971 4831992450
## 41       48      475    90205 01938516 4847590205
## 42       48      475    92605 01939002 4847592605
## 43       48      315    92092 01938965 4831592092
## 44       48      259    90815 01938641 4825990815
## 45       48      053    90275 01938530 4805390275
## 46       48      111    90955 01938669 4811190955
## 47       48      405    93415 01939165 4840593415
## 48       48      111    93885 01939259 4811193885
## 49       48      469    94035 01939289 4846994035
## 50       48      469    94045 01939291 4846994045
## 51       48      359    94018 01939286 4835994018
## 52       48      007    91420 01938761 4800791420
## 53       48      037    92725 01939026 4803792725
## 54       48      057    91975 01938876 4805791975
## 55       48      059    90765 01938631 4805990765
## 56       48      167    92100 01938901 4816792100
## 57       48      037    91830 01938847 4803791830
## 58       48      369    91300 01938737 4836991300
## 59       48      369    91410 01938759 4836991410
## 60       48      047    91280 01938733 4804791280
## 61       48      047    91245 01938727 4804791245
## 62       48      123    90925 01938663 4812390925
## 63       48      123    94305 01939343 4812394305
## 64       48      123    94170 01939316 4812394170
## 65       48      123    94295 01939341 4812394295
## 66       48      341    93805 01939243 4834193805
## 67       48      285    91680 01938817 4828591680
## 68       48      285    94300 01939342 4828594300
## 69       48      285    93560 01939194 4828593560
## 70       48      049    90200 01938515 4804990200
## 71       48      049    90485 01938572 4804990485
## 72       48      049    90335 01938542 4804990335
## 73       48      069    91059 01938690 4806991059
## 74       48      255    91285 01938734 4825591285
## 75       48      255    91995 01938880 4825591995
## 76       48      023    93535 01939189 4802393535
## 77       48      177    91733 01938791 4817791733
## 78       48      185    92710 01939023 4818592710
## 79       48      229    91360 01938749 4822991360
## 80       48      235    92540 01938989 4823592540
## 81       48      243    91355 01938748 4824391355
## 82       48      253    91745 01938830 4825391745
## 83       48      263    91930 01938867 4826391930
## 84       48      281    92130 01938907 4828192130
## 85       48      293    90835 01938645 4829390835
## 86       48      355    90315 01938538 4835590315
## 87       48      395    90585 01938592 4839590585
## 88       48      399    94265 01939335 4839994265
## 89       48      427    92090 01938899 4842792090
## 90       48      469    94040 01939290 4846994040
## 91       48      485    91880 01938857 4848591880
## 92       48      507    90920 01938662 4850790920
## 93       48      099    90845 01938647 4809990845
## 94       48      099    92885 01939058 4809992885
## 95       48      099    93157 01939037 4809993157
## 96       48      255    93365 01939155 4825593365
## 97       48      255    91510 01938779 4825591510
## 98       48      255    91980 01938877 4825591980
## 99       48      345    92822 01938972 4834592822
## 100      48      245    93097 01938704 4824593097
## 101      48      245    93385 01939159 4824593385
## 102      48      035    90890 01938656 4803590890
## 103      48      035    92530 01938987 4803592530
## 104      48      283    91240 01938726 4828391240
## 105      48      103    90880 01938654 4810390880
## 106      48      241    90520 01938579 4824190520
## 107      48      175    91560 01938789 4817591560
## 108      48      175    94115 01939305 4817594115
## 109      48      275    91585 01938794 4827591585
## 110      48      275    92695 01939020 4827592695
## 111      48      157    91415 01938760 4815791415
## 112      48      157    93337 01939149 4815793337
## 113      48      157    93715 01939225 4815793715
## 114      48      275    90265 01938528 4827590265
## 115      48      081    93265 01939134 4808193265
## 116      48      081    90460 01938567 4808190460
## 117      48      029    93408 02628568 4802993408
## 118      48      029    93409 02628569 4802993409
## 119      48      029    93411 02628570 4802993411
## 120      48      029    93412 02628571 4802993412
## 121      48      029    93413 02628572 4802993413
## 122      48      029    93414 02628573 4802993414
## 123      48      471    91860 01938853 4847191860
## 124      48      407    93080 01939097 4840793080
## 125      48      407    90775 01938633 4840790775
## 126      48      035    90760 01938630 4803590760
## 127      48      035    93990 01939280 4803593990
## 128      48      139    91250 01938728 4813991250
## 129      48      139    92490 01938979 4813992490
## 130      48      037    90980 01938674 4803790980
## 131      48      037    92476 01938976 4803792476
## 132      48      037    90950 01938668 4803790950
## 133      48      037    93875 01939257 4803793875
## 134      48      075    90700 01938618 4807590700
## 135      48      075    92777 01939047 4807592777
## 136      48      053    92395 01938960 4805392395
## 137      48      053    90545 01938584 4805390545
## 138      48      217    91900 01938861 4821791900
## 139      48      217    94210 01939324 4821794210
## 140      48      221    91605 01938798 4822191605
## 141      48      025    90240 01938523 4802590240
## 142      48      025    93025 01939086 4802593025
## 143      48      161    94290 01939340 4816194290
## 144      48      167    91445 01938766 4816791445
## 145      48      035    91890 01938859 4803591890
## 146      48      323    91100 01938698 4832391100
## 147      48      323    93165 01939114 4832393165
## 148      48      251    90535 01938582 4825190535
## 149      48      251    91625 01938802 4825191625
## 150      48      251    90750 01938628 4825190750
## 151      48      251    90050 01938485 4825190050
## 152      48      251    91540 01938785 4825191540
## 153      48      203    91685 01938818 4820391685
## 154      48      203    94085 01939299 4820394085
## 155      48      167    93880 01939258 4816793880
## 156      48      167    90370 01938549 4816790370
## 157      48      415    91339 01938745 4841591339
## 158      48      273    93260 01939133 4827393260
## 159      48      415    91795 01938840 4841591795
## 160      48      085    90100 01938495 4808590100
## 161      48      085    91295 01938736 4808591295
## 162      48      085    93065 01939094 4808593065
## 163      48      085    92720 01939025 4808592720
## 164      48      085    90350 01938545 4808590350
## 165      48      085    92360 01938953 4808592360
## 166      48      085    90665 01938611 4808590665
## 167      48      489    92335 01938948 4848992335
## 168      48      489    93495 01939181 4848993495
## 169      48      489    93205 01939122 4848993205
## 170      48      147    91150 01938708 4814791150
## 171      48      147    92175 01938916 4814792175
## 172      48      147    90375 01938550 4814790375
## 173      48      397    92855 01939052 4839792855
## 174      48      261    93465 01939175 4826193465
## 175      48      147    91070 01938692 4814791070
## 176      48      147    92075 01938896 4814792075
## 177      48      147    91825 01938846 4814791825
## 178      48      149    91320 01938741 4814991320
## 179      48      149    93345 01939151 4814993345
## 180      48      149    91305 01938738 4814991305
## 181      48      361    92480 01938977 4836192480
## 182      48      361    92905 01939062 4836192905
## 183      48      361    90440 01938563 4836190440
## 184      48      127    90635 01938602 4812790635
## 185      48      127    90140 01938503 4812790140
## 186      48      145    92425 01938966 4814592425
## 187      48      145    93210 01939123 4814593210
## 188      48      333    92690 01939019 4833392690
## 189      48      149    92085 01938898 4814992085
## 190      48      121    91970 01938875 4812191970
## 191      48      121    93035 01939088 4812193035
## 192      48      273    92035 01938888 4827392035
## 193      48      365    90640 01938603 4836590640
## 194      48      365    91475 01938772 4836591475
## 195      48      365    92265 01938934 4836592265
## 196      48      131    91405 01938758 4813191405
## 197      48      131    93420 01939166 4813193420
## 198      48      137    93305 01939142 4813793305
## 199      48      099    91315 01938740 4809991315
## 200      48      103    90885 01938655 4810390885
## 201      48      107    90905 01938659 4810790905
## 202      48      085    93150 01939111 4808593150
## 203      48      087    94130 01939308 4808794130
## 204      48      089    91470 01938771 4808991470
## 205      48      095    91255 01938729 4809591255
## 206      48      097    93995 01939281 4809793995
## 207      48      091    90627 01938639 4809190627
## 208      48      093    90985 01938675 4809390985
## 209      48      325    90645 01938604 4832590645
## 210      48      325    91820 01938845 4832591820
## 211      48      149    93475 01939177 4814993475
## 212      48      149    92080 01938897 4814992080
## 213      48      287    92190 01938919 4828792190
## 214      48      105    94160 01939314 4810594160
## 215      48      079    92650 01939011 4807992650
## 216      48      467    90270 01938529 4846790270
## 217      48      467    91165 01938711 4846791165
## 218      48      467    94225 01939327 4846794225
## 219      48      467    90654 01938608 4846790654
## 220      48      427    93315 01939144 4842793315
## 221      48      427    93239 01939129 4842793239
## 222      48      055    92330 01938947 4805592330
## 223      48      017    92685 01939018 4801792685
## 224      48      025    93585 01939199 4802593585
## 225      48      337    90390 01938553 4833790390
## 226      48      337    93395 01939161 4833793395
## 227      48      337    92765 01939034 4833792765
## 228      48      003    90085 01938492 4800390085
## 229      48      003    90090 01938493 4800390090
## 230      48      001    91205 01938719 4800191205
## 231      48      005    92325 01938946 4800592325
## 232      48      013    90595 01938594 4801390595
## 233      48      181    92840 01939049 4818192840
## 234      48      009    91815 01938844 4800991815
## 235      48      415    93605 01939203 4841593605
## 236      48      331    90540 01938583 4833190540
## 237      48      331    91485 01938774 4833191485
## 238      48      331    90505 01938576 4833190505
## 239      48      331    93290 01939139 4833193290
## 240      48      331    93895 01939261 4833193895
## 241      48      249    92910 01939063 4824992910
## 242      48      397    92800 01939041 4839792800
## 243      48      397    93665 01939215 4839793665
## 244      48      321    92465 01938974 4832192465
## 245      48      219    92180 01938917 4821992180
## 246      48      045    93175 01939116 4804593175
## 247      48      297    91500 01938777 4829791500
## 248      48      197    90705 01938619 4819790705
## 249      48      211    90615 01938598 4821190615
## 250      48      283    90870 01938652 4828390870
## 251      48      361    94050 01939292 4836194050
## 252      48      199    92055 01938892 4819992055
## 253      48      199    93625 01939207 4819993625
## 254      48      107    92290 01938939 4810792290
## 255      48      443    91140 01938706 4844391140
## 256      48      231    91640 01938805 4823191640
## 257      48      231    94270 01939336 4823194270
## 258      48      231    90660 01938610 4823190660
## 259      48      231    93170 01939115 4823193170
## 260      48      303    92315 01938944 4830392315
## 261      48      303    93590 01939200 4830393590
## 262      48      211    90605 01938596 4821190605
## 263      48      399    90185 01938512 4839990185
## 264      48      153    91335 01938744 4815391335
## 265      48      153    92250 01938931 4815392250
## 266      48      375    90065 01938488 4837590065
## 267      48      421    93759 01939235 4842193759
## 268      48      105    91120 01938702 4810591120
## 269      48      107    93185 01939118 4810793185
## 270      48      235    92545 01938990 4823592545
## 271      48      435    93615 01939205 4843593615
## 272      48      247    92820 01939045 4824792820
## 273      48      247    93660 01939214 4824793660
## 274      48      143    93735 01939229 4814393735
## 275      48      239    92165 01938914 4823992165
## 276      48      239    94005 01939283 4823994005
## 277      48      143    92645 01939010 4814392645
## 278      48      175    91555 01938788 4817591555
## 279      48      101    92935 01939068 4810192935
## 280      48      101    92930 01939067 4810192930
## 281      48      093    91665 01938814 4809391665
## 282      48      093    90810 01938640 4809390810
## 283      48      177    90868 01938792 4817790868
## 284      48      177    94060 01939294 4817794060
## 285      48      177    91565 01938790 4817791565
## 286      48      177    92760 01939033 4817792760
## 287      48      177    93595 01939201 4817793595
## 288      48      269    91670 01938815 4826991670
## 289      48      143    91087 01939230 4814391087
## 290      48      311    93920 01939266 4831193920
## 291      48      309    92435 01938968 4830992435
## 292      48      451    91145 01938707 4845191145
## 293      48      371    91885 01938858 4837191885
## 294      48      457    94075 01939297 4845794075
## 295      48      409    93103 01938806 4840993103
## 296      48      143    91085 01938695 4814391085
## 297      48      241    91920 01938865 4824191920
## 298      48      241    92040 01938889 4824192040
## 299      48      191    92095 01938900 4819192095
## 300      48      191    93960 01939274 4819193960
## 301      48      027    92835 01939048 4802792835
## 302      48      027    93680 01939218 4802793680
## 303      48      027    93310 01939143 4802793310
## 304      48      215    91170 01938712 4821591170
## 305      48      215    92600 01939001 4821592600
## 306      48      215    93785 01939239 4821593785
## 307      48      031    90330 01938541 4803190330
## 308      48      257    90653 01938607 4825790653
## 309      48      257    91985 01938878 4825791985
## 310      48      257    90875 01938653 4825790875
## 311      48      257    93870 01939256 4825793870
## 312      48      413    91190 01938716 4841391190
## 313      48      493    93125 01939106 4849393125
## 314      48      493    93755 01939233 4849393755
## 315      48      245    90230 01938521 4824590230
## 316      48      245    92770 01939035 4824592770
## 317      48      245    92070 01938895 4824592070
## 318      48      201    92795 01939040 4820192795
## 319      48      201    93645 01939211 4820193645
## 320      48      201    90225 01938520 4820190225
## 321      48      201    92845 01939050 4820192845
## 322      48      275    92045 01938890 4827592045
## 323      48      115    92115 01938904 4811592115
## 324      48      115    92125 01938906 4811592125
## 325      48      353    93325 01939146 4835393325
## 326      48      353    90325 01938540 4835390325
## 327      48      225    92000 01938881 4822592000
## 328      48      225    93100 01939101 4822593100
## 329      48      215    91155 01938709 4821591155
## 330      48      215    93155 01939112 4821593155
## 331      48      077    90560 01938587 4807790560
## 332      48      339    93655 01939213 4833993655
## 333      48      027    91110 01938700 4802791110
## 334      48      027    91365 01938750 4802791365
## 335      48      027    93855 01939253 4802793855
## 336      48      339    92375 01938956 4833992375
## 337      48      425    91535 01938784 4842591535
## 338      48      495    92010 01938883 4849592010
## 339      48      057    93480 01939178 4805793480
## 340      48      493    91330 01938743 4849391330
## 341      48      493    92160 01938913 4849392160
## 342      48      011    90740 01938626 4801190740
## 343      48      429    90420 01938559 4842990420
## 344      48      429    90425 01938560 4842990425
## 345      48      335    90795 01938637 4833590795
## 346      48      335    94155 01939313 4833594155
## 347      48      077    91780 01938837 4807791780
## 348      48      297    93905 01939263 4829793905
## 349      48      279    92220 01938925 4827992220
## 350      48      279    92900 01939061 4827992900
## 351      48      481    92305 01938942 4848192305
## 352      48      481    91112 01939043 4848191112
## 353      48      481    91180 01938714 4848191180
## 354      48      249    93140 01939109 4824993140
## 355      48      249    90035 01938482 4824990035
## 356      48      281    90015 01938478 4828190015
## 357      48      463    93375 01939157 4846393375
## 358      48      463    93980 01939278 4846393980
## 359      48      077    90245 01938524 4807790245
## 360      48      325    91040 01938686 4832591040
## 361      48      325    91030 01938684 4832591030
## 362      48      479    92146 01939304 4847992146
## 363      48      479    92145 01938910 4847992145
## 364      48      351    90575 01938590 4835190575
## 365      48      351    91035 01938685 4835191035
## 366      48      381    90625 01938600 4838190625
## 367      48      363    92595 01939000 4836392595
## 368      48      363    93770 01939236 4836393770
## 369      48      457    93710 01939224 4845793710
## 370      48      457    94285 01939339 4845794285
## 371      48      457    90785 01938635 4845790785
## 372      48      239    91450 01938767 4823991450
## 373      48      239    91175 01938713 4823991175
## 374      48      413    91185 01938715 4841391185
## 375      48      171    91725 01938826 4817191725
## 376      48      017    93670 01939216 4801793670
## 377      48      271    90400 01938555 4827190400
## 378      48      403    93045 01939090 4840393045
## 379      48      403    92580 01938997 4840392580
## 380      48      507    92140 01938909 4850792140
## 381      48      011    90745 01938627 4801190745
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## 795      48      165    93520 01939186 4816593520
## 796      48      257    91350 01938747 4825791350
## 797      48      257    93865 01939255 4825793865
## 798      48      287    91505 01938778 4828791505
## 799      48      287    92205 01938922 4828792205
## 800      48      451    94180 01939318 4845194180
## 801      48      089    91095 01938697 4808991095
## 802      48      089    90800 01938638 4808990800
## 803      48      089    94120 01939306 4808994120
## 804      48      329    92560 01938993 4832992560
## 805      48      329    92566 01938994 4832992566
## 806      48      343    92705 01939022 4834392705
## 807      48      343    90940 01938666 4834390940
## 808      48      033    91430 01938763 4803391430
## 809      48      097    91440 01938765 4809791440
## 810      48      097    92680 01939017 4809792680
## 811      48      097    90580 01938591 4809790580
## 812      48      477    91490 01938775 4847791490
## 813      48      051    90570 01938589 4805190570
## 814      48      303    91865 01938854 4830391865
## 815      48      303    93540 01939190 4830393540
## 816      48      409    90125 01938500 4840990125
## 817      48      409    92470 01938975 4840992470
## 818      48      409    93815 01939245 4840993815
## 819      48      409    93580 01939198 4840993580
## 820      48      455    91655 01938808 4845591655
## 821      48      455    93945 01939271 4845593945
## 822      48      447    93910 01939264 4844793910
## 823      48      447    94280 01939338 4844794280
## 824      48      451    93405 01939163 4845193405
## 825      48      213    90155 01938506 4821390155
## 826      48      213    90652 02378355 4821390652
## 827      48      213    90687 01938570 4821390687
## 828      48      207    91735 01938828 4820791735
## 829      48      207    93285 01939138 4820793285
## 830      48      207    94125 01939307 4820794125
## 831      48      013    90695 01938617 4801390695
## 832      48      013    93120 01939105 4801393120
## 833      48      013    91955 01938872 4801391955
## 834      48      013    93070 01939095 4801393070
## 835      48      367    94105 01939303 4836794105
## 836      48      355    91080 01938694 4835591080
## 837      48      355    93270 01939135 4835593270
## 838      48      437    91700 01938821 4843791700
## 839      48      437    93955 01939273 4843793955
## 840      48      505    93455 01939173 4850593455
## 841      48      505    94310 01939344 4850594310
## 842      48      027    90255 01938526 4802790255
## 843      48      027    92030 01938887 4802792030
## 844      48      027    93630 01939208 4802793630
## 845      48      043    90040 01938483 4804390040
## 846      48      043    92390 01938959 4804392390
## 847      48      265    92015 01938884 4826592015
## 848      48      071    92620 01939005 4807192620
## 849      48      071    90075 01938490 4807190075
## 850      48      229    90990 01938676 4822990990
## 851      48      459    90295 01938534 4845990295
## 852      48      459    92920 01939065 4845992920
## 853      48      459    91515 01938780 4845991515
## 854      48      357    93005 01939082 4835793005
## 855      48      357    93010 01939083 4835793010
## 856      48      099    91270 01938731 4809991270
## 857      48      099    91480 01938773 4809991480
## 858      48      099    93965 01939275 4809993965
## 859      48      399    93350 01939152 4839993350
## 860      48      399    92585 01938998 4839992585
## 861      48      099    91370 01938751 4809991370
##                            NAME                        NAMELSAD LSAD
## 0                        Gorman                      Gorman CCD   22
## 1                        Ranger                      Ranger CCD   22
## 2                      Eastland                    Eastland CCD   22
## 3                   Rising Star                 Rising Star CCD   22
## 4                          Spur                        Spur CCD   22
## 5                       Dickens                     Dickens CCD   22
## 6                      Channing                    Channing CCD   22
## 7                 Hereford East               Hereford East CCD   22
## 8                 Hereford West               Hereford West CCD   22
## 9                    Ropesville                  Ropesville CCD   22
## 10          Realitos-Concepcion         Realitos-Concepcion CCD   22
## 11                    Benavides                   Benavides CCD   22
## 12                        Paris                       Paris CCD   22
## 13                       Briggs                      Briggs CCD   22
## 14                    Normangee                   Normangee CCD   22
## 15                    Troup-Arp                   Troup-Arp CCD   22
## 16                   Whitehouse                  Whitehouse CCD   22
## 17                        Tyler                       Tyler CCD   22
## 18                       Winona                      Winona CCD   22
## 19                     Angleton                    Angleton CCD   22
## 20               Alvin-Pearland              Alvin-Pearland CCD   22
## 21                   Brazosport                  Brazosport CCD   22
## 22                       Hamlin                      Hamlin CCD   22
## 23                      Del Rio                     Del Rio CCD   22
## 24            Del Rio Northeast           Del Rio Northeast CCD   22
## 25            Del Rio Northwest           Del Rio Northwest CCD   22
## 26                     Stamford                    Stamford CCD   22
## 27                      Crowell                     Crowell CCD   22
## 28                       Thalia                      Thalia CCD   22
## 29                        Anton                       Anton CCD   22
## 30                      Sundown                     Sundown CCD   22
## 31                       Boerne                      Boerne CCD   22
## 32                        Kosse                       Kosse CCD   22
## 33                 Prairie Hill                Prairie Hill CCD   22
## 34                    Groesbeck                   Groesbeck CCD   22
## 35                  Personville                 Personville CCD   22
## 36                     Thornton                    Thornton CCD   22
## 37                        Miami                       Miami CCD   22
## 38                     Imperial                    Imperial CCD   22
## 39                Fort Stockton               Fort Stockton CCD   22
## 40                   Mason West                  Mason West CCD   22
## 41                Barstow-Pyote               Barstow-Pyote CCD   22
## 42                     Monahans                    Monahans CCD   22
## 43            Lake O' the Pines           Lake O' the Pines CCD   22
## 44                      Comfort                     Comfort CCD   22
## 45                      Bertram                     Bertram CCD   22
## 46                      Dalhart                     Dalhart CCD   22
## 47                San Augustine               San Augustine CCD   22
## 48                      Texline                     Texline CCD   22
## 49                     Victoria                    Victoria CCD   22
## 50                Victoria West               Victoria West CCD   22
## 51                         Vega                        Vega CCD   22
## 52                       Fulton                      Fulton CCD   22
## 53                   New Boston                  New Boston CCD   22
## 54                Kamey-Sixmile               Kamey-Sixmile CCD   22
## 55                        Clyde                       Clyde CCD   22
## 56          La Marque-Hitchcock         La Marque-Hitchcock CCD   22
## 57                        Hooks                       Hooks CCD   22
## 58               Farwell-Bovina              Farwell-Bovina CCD   22
## 59                       Friona                      Friona CCD   22
## 60                   Falfurrias                  Falfurrias CCD   22
## 61                       Encino                      Encino CCD   22
## 62                        Cuero                       Cuero CCD   22
## 63                     Yorktown                    Yorktown CCD   22
## 64         Westhoff-Arneckville        Westhoff-Arneckville CCD   22
## 65                       Yoakum                      Yoakum CCD   22
## 66                       Sunray                      Sunray CCD   22
## 67                Hallettsville               Hallettsville CCD   22
## 68                       Yoakum                      Yoakum CCD   22
## 69                       Shiner                      Shiner CCD   22
## 70                        Bangs                       Bangs CCD   22
## 71                    Brownwood                   Brownwood CCD   22
## 72                      Blanket                     Blanket CCD   22
## 73                      Dimmitt                     Dimmitt CCD   22
## 74                   Falls City                  Falls City CCD   22
## 75                       Kenedy                      Kenedy CCD   22
## 76                Seymour Rural               Seymour Rural CCD   22
## 77               Harwood-Ottine              Harwood-Ottine CCD   22
## 78                     Navasota                    Navasota CCD   22
## 79                 Fort Hancock                Fort Hancock CCD   22
## 80                Mertzon North               Mertzon North CCD   22
## 81                   Fort Davis                  Fort Davis CCD   22
## 82                Hawley-Noodle               Hawley-Noodle CCD   22
## 83                 Jayton South                Jayton South CCD   22
## 84                     Lampasas                    Lampasas CCD   22
## 85                     Coolidge                    Coolidge CCD   22
## 86                       Bishop                      Bishop CCD   22
## 87                      Calvert                     Calvert CCD   22
## 88                      Winters                     Winters CCD   22
## 89                    La Grulla                   La Grulla CCD   22
## 90               Victoria South              Victoria South CCD   22
## 91                    Iowa Park                   Iowa Park CCD   22
## 92                 Crystal City                Crystal City CCD   22
## 93                Copperas Cove               Copperas Cove CCD   22
## 94                      Oglesby                     Oglesby CCD   22
## 95               Purmela-Levita              Purmela-Levita CCD   22
## 96                        Runge                       Runge CCD   22
## 97                      Gillett                     Gillett CCD   22
## 98                  Karnes City                 Karnes City CCD   22
## 99                 North Motley                North Motley CCD   22
## 100                 Port Arthur                 Port Arthur CCD   22
## 101                 Sabine Pass                 Sabine Pass CCD   22
## 102               Cranfills Gap               Cranfills Gap CCD   22
## 103                    Meridian                    Meridian CCD   22
## 104                     Encinal                     Encinal CCD   22
## 105                 Crane North                 Crane North CCD   22
## 106                        Buna                        Buna CCD   22
## 107                Goliad South                Goliad South CCD   22
## 108             Weesatche-Ander             Weesatche-Ander CCD   22
## 109                       Goree                       Goree CCD   22
## 110                      Munday                      Munday CCD   22
## 111           Fulshear-Simonton           Fulshear-Simonton CCD   22
## 112          Rosenberg-Richmond          Rosenberg-Richmond CCD   22
## 113      Stafford-Missouri City      Stafford-Missouri City CCD   22
## 114                    Benjamin                    Benjamin CCD   22
## 115                  Robert Lee                  Robert Lee CCD   22
## 116                      Bronte                      Bronte CCD   22
## 117            San Antonio East            San Antonio East CCD   22
## 118           San Antonio North           San Antonio North CCD   22
## 119       San Antonio Northeast       San Antonio Northeast CCD   22
## 120       San Antonio Northwest       San Antonio Northwest CCD   22
## 121           San Antonio South           San Antonio South CCD   22
## 122            San Antonio West            San Antonio West CCD   22
## 123                  Huntsville                  Huntsville CCD   22
## 124                 Point Blank                 Point Blank CCD   22
## 125                  Coldspring                  Coldspring CCD   22
## 126                     Clifton                     Clifton CCD   22
## 127                Valley Mills                Valley Mills CCD   22
## 128                       Ennis                       Ennis CCD   22
## 129                    Maypearl                    Maypearl CCD   22
## 130                     De Kalb                     De Kalb CCD   22
## 131               Maud-Redwater               Maud-Redwater CCD   22
## 132         Dalby Springs-Simms         Dalby Springs-Simms CCD   22
## 133                   Texarkana                   Texarkana CCD   22
## 134                   Childress                   Childress CCD   22
## 135             North Childress             North Childress CCD   22
## 136                Marble Falls                Marble Falls CCD   22
## 137                      Burnet                      Burnet CCD   22
## 138                      Itasca                      Itasca CCD   22
## 139                     Whitney                     Whitney CCD   22
## 140               Granbury East               Granbury East CCD   22
## 141                    Beeville                    Beeville CCD   22
## 142               Pettus-Pawnee               Pettus-Pawnee CCD   22
## 143                     Wortham                     Wortham CCD   22
## 144                   Galveston                   Galveston CCD   22
## 145                     Iredell                     Iredell CCD   22
## 146                  Eagle Pass                  Eagle Pass CCD   22
## 147                     Quemado                     Quemado CCD   22
## 148             Burleson-Joshua             Burleson-Joshua CCD   22
## 149                   Grandview                   Grandview CCD   22
## 150                    Cleburne                    Cleburne CCD   22
## 151                    Alvarado                    Alvarado CCD   22
## 152                      Godley                      Godley CCD   22
## 153                  Hallsville                  Hallsville CCD   22
## 154                      Waskom                      Waskom CCD   22
## 155      Texas City-League City      Texas City-League City CCD   22
## 156           Bolivar Peninsula           Bolivar Peninsula CCD   22
## 157                Fluvanna-Ira                Fluvanna-Ira CCD   22
## 158                     Riviera                     Riviera CCD   22
## 159                   Hermleigh                   Hermleigh CCD   22
## 160                        Anna                        Anna CCD   22
## 161                Farmersville                Farmersville CCD   22
## 162                       Plano                       Plano CCD   22
## 163                      Nevada                      Nevada CCD   22
## 164                  Blue Ridge                  Blue Ridge CCD   22
## 165                    McKinney                    McKinney CCD   22
## 166                      Celina                      Celina CCD   22
## 167                      Lyford                      Lyford CCD   22
## 168                   Sebastian                   Sebastian CCD   22
## 169                Raymondville                Raymondville CCD   22
## 170                       Ector                       Ector CCD   22
## 171                     Leonard                     Leonard CCD   22
## 172                      Bonham                      Bonham CCD   22
## 173          Northwest Rockwall          Northwest Rockwall CCD   22
## 174                      Sarita                      Sarita CCD   22
## 175                   Dodd City                   Dodd City CCD   22
## 176                     Ladonia                     Ladonia CCD   22
## 177                 Honey Grove                 Honey Grove CCD   22
## 178                    Flatonia                    Flatonia CCD   22
## 179                   Round Top                   Round Top CCD   22
## 180                Fayetteville                Fayetteville CCD   22
## 181                Mauriceville                Mauriceville CCD   22
## 182                      Orange                      Orange CCD   22
## 183     Bridge City-Orangefield     Bridge City-Orangefield CCD   22
## 184             Carrizo Springs             Carrizo Springs CCD   22
## 185                    Asherton                    Asherton CCD   22
## 186                      Marlin                      Marlin CCD   22
## 187                      Reagan                      Reagan CCD   22
## 188               Mullin-Priddy               Mullin-Priddy CCD   22
## 189              La Grange West              La Grange West CCD   22
## 190              Justin-Roanoke              Justin-Roanoke CCD   22
## 191          Pilot Point-Aubrey          Pilot Point-Aubrey CCD   22
## 192                  Kingsville                  Kingsville CCD   22
## 193                    Carthage                    Carthage CCD   22
## 194                   Gary City                   Gary City CCD   22
## 195          Long Branch-Dotson          Long Branch-Dotson CCD   22
## 196                       Freer                       Freer CCD   22
## 197                   San Diego                   San Diego CCD   22
## 198           Rocksprings South           Rocksprings South CCD   22
## 199                        Flat                        Flat CCD   22
## 200                 Crane South                 Crane South CCD   22
## 201                   Crosbyton                   Crosbyton CCD   22
## 202                   Princeton                   Princeton CCD   22
## 203                  Wellington                  Wellington CCD   22
## 204                     Garwood                     Garwood CCD   22
## 205             Eola-Paint Rock             Eola-Paint Rock CCD   22
## 206                 Valley View                 Valley View CCD   22
## 207                 Canyon Lake                 Canyon Lake CCD   22
## 208                     De Leon                     De Leon CCD   22
## 209         Castroville-LaCoste         Castroville-LaCoste CCD   22
## 210                       Hondo                       Hondo CCD   22
## 211                 Schulenburg                 Schulenburg CCD   22
## 212                   La Grange                   La Grange CCD   22
## 213                   Lexington                   Lexington CCD   22
## 214               West Crockett               West Crockett CCD   22
## 215                      Morton                      Morton CCD   22
## 216            Ben Wheeler-Edom            Ben Wheeler-Edom CCD   22
## 217                    Edgewood                    Edgewood CCD   22
## 218                 Wills Point                 Wills Point CCD   22
## 219            Cedar Creek Lake            Cedar Creek Lake CCD   22
## 220              Roma-Los Saenz              Roma-Los Saenz CCD   22
## 221             Rio Grande City             Rio Grande City CCD   22
## 222                      Luling                      Luling CCD   22
## 223                    Muleshoe                    Muleshoe CCD   22
## 224                    Skidmore                    Skidmore CCD   22
## 225                       Bowie                       Bowie CCD   22
## 226                      St. Jo                      St. Jo CCD   22
## 227                      Nocona                      Nocona CCD   22
## 228               Andrews North               Andrews North CCD   22
## 229               Andrews South               Andrews South CCD   22
## 230                     Elkhart                     Elkhart CCD   22
## 231                      Lufkin                      Lufkin CCD   22
## 232                 Campbellton                 Campbellton CCD   22
## 233           Northwest Grayson           Northwest Grayson CCD   22
## 234                    Holliday                    Holliday CCD   22
## 235                      Snyder                      Snyder CCD   22
## 236                  Burlington                  Burlington CCD   22
## 237                Gause-Milano                Gause-Milano CCD   22
## 238                   Buckholts                   Buckholts CCD   22
## 239                    Rockdale                    Rockdale CCD   22
## 240                   Thorndale                   Thorndale CCD   22
## 241         Orange Grove-Sandia         Orange Grove-Sandia CCD   22
## 242          Northeast Rockwall          Northeast Rockwall CCD   22
## 243              South Rockwall              South Rockwall CCD   22
## 244           Matagorda-Sargent           Matagorda-Sargent CCD   22
## 245                   Levelland                   Levelland CCD   22
## 246                    Quitaque                    Quitaque CCD   22
## 247                 George West                 George West CCD   22
## 248                 Chillicothe                 Chillicothe CCD   22
## 249              Canadian South              Canadian South CCD   22
## 250                     Cotulla                     Cotulla CCD   22
## 251                       Vidor                       Vidor CCD   22
## 252                     Kountze                     Kountze CCD   22
## 253                   Sour Lake                   Sour Lake CCD   22
## 254                     Lorenzo                     Lorenzo CCD   22
## 255                East Terrell                East Terrell CCD   22
## 256                  Greenville                  Greenville CCD   22
## 257                  Wolfe City                  Wolfe City CCD   22
## 258                     Celeste                     Celeste CCD   22
## 259                     Quinlan                     Quinlan CCD   22
## 260                     Lubbock                     Lubbock CCD   22
## 261                      Slaton                      Slaton CCD   22
## 262              Canadian North              Canadian North CCD   22
## 263                   Ballinger                   Ballinger CCD   22
## 264                    Floydada                    Floydada CCD   22
## 265                     Lockney                     Lockney CCD   22
## 266                    Amarillo                    Amarillo CCD   22
## 267                   Stratford                   Stratford CCD   22
## 268               East Crockett               East Crockett CCD   22
## 269                       Ralls                       Ralls CCD   22
## 270               Mertzon South               Mertzon South CCD   22
## 271                      Sonora                      Sonora CCD   22
## 272              North Jim Hogg              North Jim Hogg CCD   22
## 273              South Jim Hogg              South Jim Hogg CCD   22
## 274                Stephenville                Stephenville CCD   22
## 275              La Ward-Lolita              La Ward-Lolita CCD   22
## 276                  Vanderbilt                  Vanderbilt CCD   22
## 277      Morgan Mill-Bluff Dale      Morgan Mill-Bluff Dale CCD   22
## 278                Goliad North                Goliad North CCD   22
## 279               Paducah South               Paducah South CCD   22
## 280               Paducah North               Paducah North CCD   22
## 281                     Gustine                     Gustine CCD   22
## 282                    Comanche                    Comanche CCD   22
## 283            Cost-Wrightsboro            Cost-Wrightsboro CCD   22
## 284                     Waelder                     Waelder CCD   22
## 285                    Gonzales                    Gonzales CCD   22
## 286                       Nixon                       Nixon CCD   22
## 287                      Smiley                      Smiley CCD   22
## 288                     Guthrie                     Guthrie CCD   22
## 289            Duffau-Clairette            Duffau-Clairette CCD   22
## 290                      Tilden                      Tilden CCD   22
## 291                        Mart                        Mart CCD   22
## 292              East Tom Green              East Tom Green CCD   22
## 293                       Iraan                       Iraan CCD   22
## 294                      Warren                      Warren CCD   22
## 295            Portland-Gregory            Portland-Gregory CCD   22
## 296                      Dublin                      Dublin CCD   22
## 297                      Jasper                      Jasper CCD   22
## 298                  Kirbyville                  Kirbyville CCD   22
## 299                    Lakeview                    Lakeview CCD   22
## 300                      Turkey                      Turkey CCD   22
## 301              Northwest Bell              Northwest Bell CCD   22
## 302              Southwest Bell              Southwest Bell CCD   22
## 303                      Rogers                      Rogers CCD   22
## 304                    Edinburg                    Edinburg CCD   22
## 305                     Mission                     Mission CCD   22
## 306               Sullivan City               Sullivan City CCD   22
## 307                      Blanco                      Blanco CCD   22
## 308            Cedar Creek Lake            Cedar Creek Lake CCD   22
## 309                     Kaufman                     Kaufman CCD   22
## 310                    Crandall                    Crandall CCD   22
## 311               Terrell South               Terrell South CCD   22
## 312               Eldorado West               Eldorado West CCD   22
## 313                        Poth                        Poth CCD   22
## 314                   Stockdale                   Stockdale CCD   22
## 315                    Beaumont                    Beaumont CCD   22
## 316                  Nome-China                  Nome-China CCD   22
## 317                     LaBelle                     LaBelle CCD   22
## 318            Northeast Harris            Northeast Harris CCD   22
## 319            Southeast Harris            Southeast Harris CCD   22
## 320                     Baytown                     Baytown CCD   22
## 321            Northwest Harris            Northwest Harris CCD   22
## 322                   Knox City                   Knox City CCD   22
## 323            Lamesa Northwest            Lamesa Northwest CCD   22
## 324            Lamesa Southwest            Lamesa Southwest CCD   22
## 325                      Roscoe                      Roscoe CCD   22
## 326             Blackwell-Nolan             Blackwell-Nolan CCD   22
## 327            Kennard-Ratcliff            Kennard-Ratcliff CCD   22
## 328              Porter Springs              Porter Springs CCD   22
## 329                Edcouch-Elsa                Edcouch-Elsa CCD   22
## 330      Puerto Rico-San Manuel      Puerto Rico-San Manuel CCD   22
## 331              Byers-Petrolia              Byers-Petrolia CCD   22
## 332        Southeast Montgomery        Southeast Montgomery CCD   22
## 333                   East Bell                   East Bell CCD   22
## 334                   Fort Hood                   Fort Hood CCD   22
## 335                      Temple                      Temple CCD   22
## 336                    Magnolia                    Magnolia CCD   22
## 337                   Glen Rose                   Glen Rose CCD   22
## 338                      Kermit                      Kermit CCD   22
## 339                    Seadrift                    Seadrift CCD   22
## 340                 Floresville                 Floresville CCD   22
## 341                   La Vernia                   La Vernia CCD   22
## 342                Claude North                Claude North CCD   22
## 343          Breckenridge North          Breckenridge North CCD   22
## 344          Breckenridge South          Breckenridge South CCD   22
## 345               Colorado City               Colorado City CCD   22
## 346                   Westbrook                   Westbrook CCD   22
## 347                   Henrietta                   Henrietta CCD   22
## 348                Three Rivers                Three Rivers CCD   22
## 349                 Littlefield                 Littlefield CCD   22
## 350                       Olton                       Olton CCD   22
## 351                      Louise                      Louise CCD   22
## 352                East Bernard                East Bernard CCD   22
## 353                    El Campo                    El Campo CCD   22
## 354                     Premont                     Premont CCD   22
## 355                       Alice                       Alice CCD   22
## 356                  Adamsville                  Adamsville CCD   22
## 357                     Sabinal                     Sabinal CCD   22
## 358                      Uvalde                      Uvalde CCD   22
## 359                Bellevue-Joy                Bellevue-Joy CCD   22
## 360                     D'Hanis                     D'Hanis CCD   22
## 361              Devine-Natalia              Devine-Natalia CCD   22
## 362           Laredo North-Webb           Laredo North-Webb CCD   22
## 363                      Laredo                      Laredo CCD   22
## 364                        Call                        Call CCD   22
## 365                  Deweyville                  Deweyville CCD   22
## 366                      Canyon                      Canyon CCD   22
## 367               Mineral Wells               Mineral Wells CCD   22
## 368               Strawn-Gordon               Strawn-Gordon CCD   22
## 369                     Spurger                     Spurger CCD   22
## 370                   Woodville                   Woodville CCD   22
## 371          Colmesneil-Chester          Colmesneil-Chester CCD   22
## 372                      Ganado                      Ganado CCD   22
## 373                Edna-Cordele                Edna-Cordele CCD   22
## 374               Eldorado East               Eldorado East CCD   22
## 375                      Harper                      Harper CCD   22
## 376            South Sand Hills            South Sand Hills CCD   22
## 377               Brackettville               Brackettville CCD   22
## 378                    Pineland                    Pineland CCD   22
## 379                       Milam                       Milam CCD   22
## 380                    La Pryor                    La Pryor CCD   22
## 381                Claude South                Claude South CCD   22
## 382                  Samnorwood                  Samnorwood CCD   22
## 383                  Huntington                  Huntington CCD   22
## 384                     Zavalla                     Zavalla CCD   22
## 385                      Diboll                      Diboll CCD   22
## 386                      Pollok                      Pollok CCD   22
## 387                   Lumberton                   Lumberton CCD   22
## 388                    Goodlett                    Goodlett CCD   22
## 389                      Quanah                      Quanah CCD   22
## 390         San Antonio Central         San Antonio Central CCD   22
## 391            Mount Enterprise            Mount Enterprise CCD   22
## 392                       Tatum                       Tatum CCD   22
## 393                   Laneville                   Laneville CCD   22
## 394                     Kilgore                     Kilgore CCD   22
## 395               New Braunfels               New Braunfels CCD   22
## 396                  Hardin-Rye                  Hardin-Rye CCD   22
## 397                  Montgomery                  Montgomery CCD   22
## 398                      Willis                      Willis CCD   22
## 399         Pickton-Pine Forest         Pickton-Pine Forest CCD   22
## 400                     Seymore                     Seymore CCD   22
## 401                  Brookshire                  Brookshire CCD   22
## 402        Harlingen-San Benito        Harlingen-San Benito CCD   22
## 403        Chireno-Martinsville        Chireno-Martinsville CCD   22
## 404                 Nacogdoches                 Nacogdoches CCD   22
## 405            Cushing-Douglass            Cushing-Douglass CCD   22
## 406                    Garrison                    Garrison CCD   22
## 407                      Borger                      Borger CCD   22
## 408                  Mason East                  Mason East CCD   22
## 409                 Caddo Mills                 Caddo Mills CCD   22
## 410                    Commerce                    Commerce CCD   22
## 411                    Lone Oak                    Lone Oak CCD   22
## 412                 Llano North                 Llano North CCD   22
## 413               Sterling City               Sterling City CCD   22
## 414            Leesburg-Newsome            Leesburg-Newsome CCD   22
## 415                   Pittsburg                   Pittsburg CCD   22
## 416                 Fargo-Odell                 Fargo-Odell CCD   22
## 417                    Harleton                    Harleton CCD   22
## 418                    Marshall                    Marshall CCD   22
## 419                  Santa Anna                  Santa Anna CCD   22
## 420                     Coleman                     Coleman CCD   22
## 421                   Clarendon                   Clarendon CCD   22
## 422                      Hedley                      Hedley CCD   22
## 423                   Big Wells                   Big Wells CCD   22
## 424                  Carrollton                  Carrollton CCD   22
## 425                      Denton                      Denton CCD   22
## 426                      Sanger                      Sanger CCD   22
## 427                  The Colony                  The Colony CCD   22
## 428     Lewisville-Flower Mound     Lewisville-Flower Mound CCD   22
## 429      Brazoria-West Columbia      Brazoria-West Columbia CCD   22
## 430                     Cameron                     Cameron CCD   22
## 431                     Davilla                     Davilla CCD   22
## 432          Hubbard-Mount Calm          Hubbard-Mount Calm CCD   22
## 433                   Silverton                   Silverton CCD   22
## 434                     Houston                     Houston CCD   22
## 435                    Pasadena                    Pasadena CCD   22
## 436                      Bogata                      Bogata CCD   22
## 437                     Dalhart                     Dalhart CCD   22
## 438                       Marfa                       Marfa CCD   22
## 439                       Italy                       Italy CCD   22
## 440                  Midlothian                  Midlothian CCD   22
## 441                      Ferris                      Ferris CCD   22
## 442                  Waxahachie                  Waxahachie CCD   22
## 443                      Graham                      Graham CCD   22
## 444                       Olney                       Olney CCD   22
## 445                   Estelline                   Estelline CCD   22
## 446                     Memphis                     Memphis CCD   22
## 447                  Brownfield                  Brownfield CCD   22
## 448                      Meadow                      Meadow CCD   22
## 449             Saratoga-Batson             Saratoga-Batson CCD   22
## 450                     Silsbee                     Silsbee CCD   22
## 451         Southwest Guadalupe         Southwest Guadalupe CCD   22
## 452                     Granger                     Granger CCD   22
## 453                     Buffalo                     Buffalo CCD   22
## 454                     Oakwood                     Oakwood CCD   22
## 455              Blooming Grove              Blooming Grove CCD   22
## 456                      Kerens                      Kerens CCD   22
## 457                        Rice                        Rice CCD   22
## 458                     Stanton                     Stanton CCD   22
## 459                         May                         May CCD   22
## 460                   Whiteface                   Whiteface CCD   22
## 461                    Stinnett                    Stinnett CCD   22
## 462                       Mexia                       Mexia CCD   22
## 463                        Hart                        Hart CCD   22
## 464                   Corsicana                   Corsicana CCD   22
## 465                      Dawson                      Dawson CCD   22
## 466       Canadian River Breaks       Canadian River Breaks CCD   22
## 467              Winnie-Stowell              Winnie-Stowell CCD   22
## 468            Southwest Travis            Southwest Travis CCD   22
## 469         Northeast Guadalupe         Northeast Guadalupe CCD   22
## 470              Schertz-Cibolo              Schertz-Cibolo CCD   22
## 471         Southeast Guadalupe         Southeast Guadalupe CCD   22
## 472                      Seguin                      Seguin CCD   22
## 473                      Adrian                      Adrian CCD   22
## 474                     Chilton                     Chilton CCD   22
## 475                       Perry                       Perry CCD   22
## 476                        Lott                        Lott CCD   22
## 477                     Rosebud                     Rosebud CCD   22
## 478               Sierra Blanca               Sierra Blanca CCD   22
## 479                Jacksonville                Jacksonville CCD   22
## 480                        Rusk                        Rusk CCD   22
## 481                       Wells                       Wells CCD   22
## 482             Springtown-Reno             Springtown-Reno CCD   22
## 483       Weatherford Northwest       Weatherford Northwest CCD   22
## 484                      Bryson                      Bryson CCD   22
## 485                      Perrin                      Perrin CCD   22
## 486                     Higgins                     Higgins CCD   22
## 487                      Booker                      Booker CCD   22
## 488                     Follett                     Follett CCD   22
## 489            Camp Wood-Leakey            Camp Wood-Leakey CCD   22
## 490                      Deport                      Deport CCD   22
## 491                     Howland                     Howland CCD   22
## 492                      Sumner                      Sumner CCD   22
## 493                     Texhoma                     Texhoma CCD   22
## 494                     Matador                     Matador CCD   22
## 495                 Llano South                 Llano South CCD   22
## 496                    Shamrock                    Shamrock CCD   22
## 497                East Grayson                East Grayson CCD   22
## 498           Southwest Grayson           Southwest Grayson CCD   22
## 499                West Terrell                West Terrell CCD   22
## 500                 Goldthwaite                 Goldthwaite CCD   22
## 501                       Earth                       Earth CCD   22
## 502               Sudan-Amherst               Sudan-Amherst CCD   22
## 503                       Dumas                       Dumas CCD   22
## 504                 Denver City                 Denver City CCD   22
## 505              Corpus Christi              Corpus Christi CCD   22
## 506                    Amarillo                    Amarillo CCD   22
## 507                  Batesville                  Batesville CCD   22
## 508         Corpus Christi West         Corpus Christi West CCD   22
## 509      Laredo South-El Cenizo      Laredo South-El Cenizo CCD   22
## 510                Port Aransas                Port Aransas CCD   22
## 511                       Kress                       Kress CCD   22
## 512             Austwell-Tivoli             Austwell-Tivoli CCD   22
## 513                     Refugio                     Refugio CCD   22
## 514                   Woodsboro                   Woodsboro CCD   22
## 515            Price-Turnertown            Price-Turnertown CCD   22
## 516                     Overton                     Overton CCD   22
## 517                    Pinehill                    Pinehill CCD   22
## 518                    Hemphill                    Hemphill CCD   22
## 519               Bivins-McLeod               Bivins-McLeod CCD   22
## 520      Marietta-Douglassville      Marietta-Douglassville CCD   22
## 521                East Cameron                East Cameron CCD   22
## 522                   Rio Hondo                   Rio Hondo CCD   22
## 523                 Brownsville                 Brownsville CCD   22
## 524        Los Fresnos-Laureles        Los Fresnos-Laureles CCD   22
## 525                  Burkeville                  Burkeville CCD   22
## 526                      Newton                      Newton CCD   22
## 527                       Cisco                       Cisco CCD   22
## 528                  Boyd-Rhome                  Boyd-Rhome CCD   22
## 529                    Van Horn                    Van Horn CCD   22
## 530                      Lometa                      Lometa CCD   22
## 531                   Valentine                   Valentine CCD   22
## 532                   Kyle-Buda                   Kyle-Buda CCD   22
## 533                   Abernathy                   Abernathy CCD   22
## 534                 Hale Center                 Hale Center CCD   22
## 535                  Petersburg                  Petersburg CCD   22
## 536                   Plainview                   Plainview CCD   22
## 537                     El Paso                     El Paso CCD   22
## 538           El Paso Northwest           El Paso Northwest CCD   22
## 539       El Paso North Central       El Paso North Central CCD   22
## 540                     Graford                     Graford CCD   22
## 541            Palo Pinto-Santo            Palo Pinto-Santo CCD   22
## 542              Boling-Newgulf              Boling-Newgulf CCD   22
## 543                     Wharton                     Wharton CCD   22
## 544         Montague-Forestburg         Montague-Forestburg CCD   22
## 545                   Panhandle                   Panhandle CCD   22
## 546            White Deer-Groom            White Deer-Groom CCD   22
## 547               Granbury West               Granbury West CCD   22
## 548                     Bastrop                     Bastrop CCD   22
## 549                  Smithville                  Smithville CCD   22
## 550                El Paso East                El Paso East CCD   22
## 551                    Longview                    Longview CCD   22
## 552                Liberty City                Liberty City CCD   22
## 553       West Odessa-Goldsmith       West Odessa-Goldsmith CCD   22
## 554                    Rockport                    Rockport CCD   22
## 555           Ravenna-Telephone           Ravenna-Telephone CCD   22
## 556                     Moulton                     Moulton CCD   22
## 557                Sonora Rural                Sonora Rural CCD   22
## 558                    Broaddus                    Broaddus CCD   22
## 559                    Hamilton                    Hamilton CCD   22
## 560                        Hico                        Hico CCD   22
## 561                   Fairfield                   Fairfield CCD   22
## 562                      Gruver                      Gruver CCD   22
## 563                    Spearman                    Spearman CCD   22
## 564                     Atlanta                     Atlanta CCD   22
## 565                      Butler                      Butler CCD   22
## 566                      Teague                      Teague CCD   22
## 567                       Pecos                       Pecos CCD   22
## 568                   Balmorhea                   Balmorhea CCD   22
## 569                 Gainesville                 Gainesville CCD   22
## 570                        Alba                        Alba CCD   22
## 571                     Hawkins                     Hawkins CCD   22
## 572                   Winnsboro                   Winnsboro CCD   22
## 573                     Quitman                     Quitman CCD   22
## 574                 Centerville                 Centerville CCD   22
## 575                     Marquez                     Marquez CCD   22
## 576            Northeast Travis            Northeast Travis CCD   22
## 577            Northwest Travis            Northwest Travis CCD   22
## 578                      Austin                      Austin CCD   22
## 579                      Ingram                      Ingram CCD   22
## 580                   Henderson                   Henderson CCD   22
## 581                       Point                       Point CCD   22
## 582       Bryan-College Station       Bryan-College Station CCD   22
## 583                South Brazos                South Brazos CCD   22
## 584            Northeast Brazos            Northeast Brazos CCD   22
## 585                      Linden                      Linden CCD   22
## 586      Hughes Springs-Avinger      Hughes Springs-Avinger CCD   22
## 587                      Lefors                      Lefors CCD   22
## 588                      McLean                      McLean CCD   22
## 589                       Pampa                       Pampa CCD   22
## 590                 Weatherford                 Weatherford CCD   22
## 591                     Bandera                     Bandera CCD   22
## 592                      Medina                      Medina CCD   22
## 593                   Cleveland                   Cleveland CCD   22
## 594              Liberty-Dayton              Liberty-Dayton CCD   22
## 595                    Daisetta                    Daisetta CCD   22
## 596                 Menard East                 Menard East CCD   22
## 597                 Menard West                 Menard West CCD   22
## 598                 North Zulch                 North Zulch CCD   22
## 599                      Midway                      Midway CCD   22
## 600             Aspermont South             Aspermont South CCD   22
## 601                    Palacios                    Palacios CCD   22
## 602                    Bay City                    Bay City CCD   22
## 603                   McCaulley                   McCaulley CCD   22
## 604                       Rotan                       Rotan CCD   22
## 605                        Roby                        Roby CCD   22
## 606              Fredericksburg              Fredericksburg CCD   22
## 607                   Stonewall                   Stonewall CCD   22
## 608                   Riverside                   Riverside CCD   22
## 609                 Cooks Point                 Cooks Point CCD   22
## 610                   Old River                   Old River CCD   22
## 611                  Somerville                  Somerville CCD   22
## 612                   Post East                   Post East CCD   22
## 613                   O'Donnell                   O'Donnell CCD   22
## 614                   Tidehaven                   Tidehaven CCD   22
## 615                     Electra                     Electra CCD   22
## 616                   Hempstead                   Hempstead CCD   22
## 617         Prairie View-Waller         Prairie View-Waller CCD   22
## 618                  Gail North                  Gail North CCD   22
## 619              Van Horn Rural              Van Horn Rural CCD   22
## 620                  Big Spring                  Big Spring CCD   22
## 621                     McCamey                     McCamey CCD   22
## 622                      Rankin                      Rankin CCD   22
## 623                Cross Plains                Cross Plains CCD   22
## 624                 New Waverly                 New Waverly CCD   22
## 625                    Lockhart                    Lockhart CCD   22
## 626                  Martindale                  Martindale CCD   22
## 627                      Wilson                      Wilson CCD   22
## 628                     Brenham                     Brenham CCD   22
## 629    Washington-Chappell Hill    Washington-Chappell Hill CCD   22
## 630                      Burton                      Burton CCD   22
## 631                   Jacksboro                   Jacksboro CCD   22
## 632       Round Rock-Georgetown       Round Rock-Georgetown CCD   22
## 633     Cedar Park-Liberty Hill     Cedar Park-Liberty Hill CCD   22
## 634                     Blossom                     Blossom CCD   22
## 635                    Powderly                    Powderly CCD   22
## 636                  Biardstown                  Biardstown CCD   22
## 637                      Roxton                      Roxton CCD   22
## 638                  Fort Worth                  Fort Worth CCD   22
## 639                China Spring                China Spring CCD   22
## 640                    McGregor                    McGregor CCD   22
## 641                        Waco                        Waco CCD   22
## 642                    Crawford                    Crawford CCD   22
## 643                    Elm Mott                    Elm Mott CCD   22
## 644                        West                        West CCD   22
## 645                Moody-Lorena                Moody-Lorena CCD   22
## 646                      Axtell                      Axtell CCD   22
## 647                    Florence                    Florence CCD   22
## 648                      Taylor                      Taylor CCD   22
## 649                     Jarrell                     Jarrell CCD   22
## 650            Eden-Millersview            Eden-Millersview CCD   22
## 651           De Berry-Deadwood           De Berry-Deadwood CCD   22
## 652                   Beckville                   Beckville CCD   22
## 653                 Jean-Loving                 Jean-Loving CCD   22
## 654                   Newcastle                   Newcastle CCD   22
## 655                      Hearne                      Hearne CCD   22
## 656                     Bremond                     Bremond CCD   22
## 657                    Franklin                    Franklin CCD   22
## 658                     Abilene                     Abilene CCD   22
## 659                     Jim Ned                     Jim Ned CCD   22
## 660          Junction Southeast          Junction Southeast CCD   22
## 661                    Glendale                    Glendale CCD   22
## 662               Apple Springs               Apple Springs CCD   22
## 663           Rocksprings North           Rocksprings North CCD   22
## 664                      Melvin                      Melvin CCD   22
## 665                    Rochelle                    Rochelle CCD   22
## 666           Harrold-Oklaunion           Harrold-Oklaunion CCD   22
## 667                     Lockett                     Lockett CCD   22
## 668                      Vernon                      Vernon CCD   22
## 669            Northeast Dallas            Northeast Dallas CCD   22
## 670                      Plains                      Plains CCD   22
## 671                 Archer City                 Archer City CCD   22
## 672                  San Marcos                  San Marcos CCD   22
## 673  Dripping Springs-Wimberley  Dripping Springs-Wimberley CCD   22
## 674                   Bellville                   Bellville CCD   22
## 675                      Wallis                      Wallis CCD   22
## 676                       Sealy                       Sealy CCD   22
## 677                    Industry                    Industry CCD   22
## 678                   Pecan Gap                   Pecan Gap CCD   22
## 679                      Center                      Center CCD   22
## 680                      Cooper                      Cooper CCD   22
## 681                     Timpson                     Timpson CCD   22
## 682        Cedar Creek-Red Rock        Cedar Creek-Red Rock CCD   22
## 683                       Elgin                       Elgin CCD   22
## 684                 Clarksville                 Clarksville CCD   22
## 685                       Talpa                       Talpa CCD   22
## 686                      Novice                      Novice CCD   22
## 687                   Winnsboro                   Winnsboro CCD   22
## 688                     Hargill                     Hargill CCD   22
## 689               McAllen-Pharr               McAllen-Pharr CCD   22
## 690           Southeast Hidalgo           Southeast Hidalgo CCD   22
## 691                     Seymour                     Seymour CCD   22
## 692                        Alto                        Alto CCD   22
## 693                Mount Selman                Mount Selman CCD   22
## 694             New Summerfield             New Summerfield CCD   22
## 695                Annona-Avery                Annona-Avery CCD   22
## 696                  Manchester                  Manchester CCD   22
## 697                     Detroit                     Detroit CCD   22
## 698                    Presidio                    Presidio CCD   22
## 699 North Hopkins-Sulphur Bluff North Hopkins-Sulphur Bluff CCD   22
## 700                   Arlington                   Arlington CCD   22
## 701           Northeast Tarrant           Northeast Tarrant CCD   22
## 702          Junction Northwest          Junction Northwest CCD   22
## 703                     Loraine                     Loraine CCD   22
## 704          Shepherd-Evergreen          Shepherd-Evergreen CCD   22
## 705            Big Spring North            Big Spring North CCD   22
## 706                     Coahoma                     Coahoma CCD   22
## 707                       Talco                       Talco CCD   22
## 708                    Winfield                    Winfield CCD   22
## 709            Lamesa Southeast            Lamesa Southeast CCD   22
## 710                      Lamesa                      Lamesa CCD   22
## 711            Lamesa Northeast            Lamesa Northeast CCD   22
## 712                       Cumby                       Cumby CCD   22
## 713             Sulphur Springs             Sulphur Springs CCD   22
## 714                    Corrigan                    Corrigan CCD   22
## 715             Anderson-Bedias             Anderson-Bedias CCD   22
## 716                 Shelbyville                 Shelbyville CCD   22
## 717              Tenaha-Joaquin              Tenaha-Joaquin CCD   22
## 718              Aiken-Neuville              Aiken-Neuville CCD   22
## 719                     Bullard                     Bullard CCD   22
## 720                     Lindale                     Lindale CCD   22
## 721                  Tyler East                  Tyler East CCD   22
## 722           Orchard-Kendleton           Orchard-Kendleton CCD   22
## 723                  Sugar Land                  Sugar Land CCD   22
## 724                   Needville                   Needville CCD   22
## 725           Garden City South           Garden City South CCD   22
## 726           Garden City North           Garden City North CCD   22
## 727         Livingston-Onalaska         Livingston-Onalaska CCD   22
## 728                      Odessa                      Odessa CCD   22
## 729                Jayton North                Jayton North CCD   22
## 730              Tarzan-Lenorah              Tarzan-Lenorah CCD   22
## 731                        Wink                        Wink CCD   22
## 732                       Emory                       Emory CCD   22
## 733                      Albany                      Albany CCD   22
## 734                       Moran                       Moran CCD   22
## 735            Richland Springs            Richland Springs CCD   22
## 736                    San Saba                    San Saba CCD   22
## 737                      Lasara                      Lasara CCD   22
## 738                 San Perlita                 San Perlita CCD   22
## 739            Southwest Dallas            Southwest Dallas CCD   22
## 740                      Bettie                      Bettie CCD   22
## 741                  Gladewater                  Gladewater CCD   22
## 742                    Crockett                    Crockett CCD   22
## 743                   Grapeland                   Grapeland CCD   22
## 744                    Lovelady                    Lovelady CCD   22
## 745                  Grandfalls                  Grandfalls CCD   22
## 746                  Gladewater                  Gladewater CCD   22
## 747          Longview Northwest          Longview Northwest CCD   22
## 748                     Kilgore                     Kilgore CCD   22
## 749                    Lakeport                    Lakeport CCD   22
## 750                        Rule                        Rule CCD   22
## 751                    Sagerton                    Sagerton CCD   22
## 752                       Anson                       Anson CCD   22
## 753                     Lueders                     Lueders CCD   22
## 754                Madisonville                Madisonville CCD   22
## 755                  Sweetwater                  Sweetwater CCD   22
## 756                     Wheeler                     Wheeler CCD   22
## 757                   Hillsboro                   Hillsboro CCD   22
## 758             Malone-Penelope             Malone-Penelope CCD   22
## 759                        Blum                        Blum CCD   22
## 760                     Decatur                     Decatur CCD   22
## 761                  Bridgeport                  Bridgeport CCD   22
## 762                      Alvord                      Alvord CCD   22
## 763                Center Point                Center Point CCD   22
## 764                    Big Lake                    Big Lake CCD   22
## 765                     Mentone                     Mentone CCD   22
## 766                      Cayuga                      Cayuga CCD   22
## 767   Montalba-Tennessee Colony   Montalba-Tennessee Colony CCD   22
## 768                   Frankston                   Frankston CCD   22
## 769                   Palestine                   Palestine CCD   22
## 770               Point Comfort               Point Comfort CCD   22
## 771                 Port Lavaca                 Port Lavaca CCD   22
## 772                Johnson City                Johnson City CCD   22
## 773              Mount Pleasant              Mount Pleasant CCD   22
## 774                 Burkburnett                 Burkburnett CCD   22
## 775                Mount Vernon                Mount Vernon CCD   22
## 776               Wichita Falls               Wichita Falls CCD   22
## 777                       Brady                       Brady CCD   22
## 778                      Merkel                      Merkel CCD   22
## 779                   Post West                   Post West CCD   22
## 780                       Baird                       Baird CCD   22
## 781                   Jefferson                   Jefferson CCD   22
## 782                      Tahoka                      Tahoka CCD   22
## 783                LaRue-Poynor                LaRue-Poynor CCD   22
## 784             Aspermont North             Aspermont North CCD   22
## 785                       Moore                       Moore CCD   22
## 786                      Dilley                      Dilley CCD   22
## 787                    Pearsall                    Pearsall CCD   22
## 788                     Mineola                     Mineola CCD   22
## 789                      Canton                      Canton CCD   22
## 790                Grand Saline                Grand Saline CCD   22
## 791                         Van                         Van CCD   22
## 792                 West Brazos                 West Brazos CCD   22
## 793                   Cookville                   Cookville CCD   22
## 794                   Seagraves                   Seagraves CCD   22
## 795                    Seminole                    Seminole CCD   22
## 796                      Forney                      Forney CCD   22
## 797                     Terrell                     Terrell CCD   22
## 798                    Giddings                    Giddings CCD   22
## 799            Lincoln-Dime Box            Lincoln-Dime Box CCD   22
## 800              West Tom Green              West Tom Green CCD   22
## 801                  Eagle Lake                  Eagle Lake CCD   22
## 802                    Columbus                    Columbus CCD   22
## 803                      Weimar                      Weimar CCD   22
## 804                     Midland                     Midland CCD   22
## 805               Midland South               Midland South CCD   22
## 806                      Naples                      Naples CCD   22
## 807                Daingerfield                Daingerfield CCD   22
## 808                  Gail South                  Gail South CCD   22
## 809       Gainesville Southeast       Gainesville Southeast CCD   22
## 810                    Muenster                    Muenster CCD   22
## 811                  Callisburg                  Callisburg CCD   22
## 812       Gay Hill-Independence       Gay Hill-Independence CCD   22
## 813                    Caldwell                    Caldwell CCD   22
## 814                      Idalou                      Idalou CCD   22
## 815                 Shallowater                 Shallowater CCD   22
## 816      Aransas Pass-Ingleside      Aransas Pass-Ingleside CCD   22
## 817                      Mathis                      Mathis CCD   22
## 818                        Taft                        Taft CCD   22
## 819                 Sinton-Odem                 Sinton-Odem CCD   22
## 820                    Groveton                    Groveton CCD   22
## 821                     Trinity                     Trinity CCD   22
## 822                Throckmorton                Throckmorton CCD   22
## 823                     Woodson                     Woodson CCD   22
## 824                  San Angelo                  San Angelo CCD   22
## 825                      Athens                      Athens CCD   22
## 826            Cedar Creek Lake            Cedar Creek Lake CCD   22
## 827         Chandler-Brownsboro         Chandler-Brownsboro CCD   22
## 828                     Haskell                     Haskell CCD   22
## 829                   Rochester                   Rochester CCD   22
## 830                     Weinert                     Weinert CCD   22
## 831                   Charlotte                   Charlotte CCD   22
## 832                      Poteet                      Poteet CCD   22
## 833                  Jourdanton                  Jourdanton CCD   22
## 834                  Pleasanton                  Pleasanton CCD   22
## 835       Weatherford Southeast       Weatherford Southeast CCD   22
## 836                    Driscoll                    Driscoll CCD   22
## 837                    Robstown                    Robstown CCD   22
## 838                       Happy                       Happy CCD   22
## 839                       Tulia                       Tulia CCD   22
## 840                 San Ygnacio                 San Ygnacio CCD   22
## 841                      Zapata                      Zapata CCD   22
## 842                      Belton                      Belton CCD   22
## 843                     Killeen                     Killeen CCD   22
## 844                  South Bell                  South Bell CCD   22
## 845                      Alpine                      Alpine CCD   22
## 846                    Marathon                    Marathon CCD   22
## 847                   Kerrville                   Kerrville CCD   22
## 848                Mont Belvieu                Mont Belvieu CCD   22
## 849                     Anahuac                     Anahuac CCD   22
## 850                   Dell City                   Dell City CCD   22
## 851                   Big Sandy                   Big Sandy CCD   22
## 852                    Ore City                    Ore City CCD   22
## 853                      Gilmer                      Gilmer CCD   22
## 854               Perryton East               Perryton East CCD   22
## 855               Perryton West               Perryton West CCD   22
## 856                       Evant                       Evant CCD   22
## 857                  Gatesville                  Gatesville CCD   22
## 858                Turnersville                Turnersville CCD   22
## 859                      Rowena                      Rowena CCD   22
## 860                       Miles                       Miles CCD   22
## 861                   Fort Hood                   Fort Hood CCD   22
##     CLASSFP MTFCC CNECTAFP NECTAFP NCTADVFP FUNCSTAT      ALAND     AWATER
## 0        Z5 G4040     <NA>    <NA>     <NA>        S  545484808    1269173
## 1        Z5 G4040     <NA>    <NA>     <NA>        S  426542611    1449006
## 2        Z5 G4040     <NA>    <NA>     <NA>        S  394612125    8312642
## 3        Z5 G4040     <NA>    <NA>     <NA>        S  489291876     360789
## 4        Z5 G4040     <NA>    <NA>     <NA>        S  692597307    2714663
## 5        Z5 G4040     <NA>    <NA>     <NA>        S 1642857383    6343185
## 6        Z5 G4040     <NA>    <NA>     <NA>        S 1388163025     635434
## 7        Z5 G4040     <NA>    <NA>     <NA>        S 1110816092    1058130
## 8        Z5 G4040     <NA>    <NA>     <NA>        S 2765934478    2868427
## 9        Z5 G4040     <NA>    <NA>     <NA>        S  358638118          0
## 10       Z5 G4040     <NA>    <NA>     <NA>        S 1274214510     588607
## 11       Z5 G4040     <NA>    <NA>     <NA>        S 1403835783     549463
## 12       Z5 G4040     <NA>    <NA>     <NA>        S  245131603    5837124
## 13       Z5 G4040     <NA>    <NA>     <NA>        S  582717970    2224499
## 14       Z5 G4040     <NA>    <NA>     <NA>        S  456957131    2272637
## 15       Z5 G4040     <NA>    <NA>     <NA>        S  286594594   17959984
## 16       Z5 G4040     <NA>    <NA>     <NA>        S  183220784    5794736
## 17       Z5 G4040     <NA>    <NA>     <NA>        S  426090995    6777789
## 18       Z5 G4040     <NA>    <NA>     <NA>        S  336436166    4340534
## 19       Z5 G4040     <NA>    <NA>     <NA>        S  806887577   38245193
## 20       Z5 G4040     <NA>    <NA>     <NA>        S 1062971532   71538223
## 21       Z5 G4040     <NA>    <NA>     <NA>        S  448868914  409700325
## 22       Z5 G4040     <NA>    <NA>     <NA>        S  411131050    2143026
## 23       Z5 G4040     <NA>    <NA>     <NA>        S  527632957   29101281
## 24       Z5 G4040     <NA>    <NA>     <NA>        S 3605064802   75307047
## 25       Z5 G4040     <NA>    <NA>     <NA>        S 4012165915  123303021
## 26       Z5 G4040     <NA>    <NA>     <NA>        S  352853152    1288599
## 27       Z5 G4040     <NA>    <NA>     <NA>        S 1443767604    5959278
## 28       Z5 G4040     <NA>    <NA>     <NA>        S  380611029    2555462
## 29       Z5 G4040     <NA>    <NA>     <NA>        S  214157569          0
## 30       Z5 G4040     <NA>    <NA>     <NA>        S  336202116      18823
## 31       Z5 G4040     <NA>    <NA>     <NA>        S  658457968    1264894
## 32       Z5 G4040     <NA>    <NA>     <NA>        S  277199665    2762012
## 33       Z5 G4040     <NA>    <NA>     <NA>        S  361529256    3345345
## 34       Z5 G4040     <NA>    <NA>     <NA>        S  431766252    6421833
## 35       Z5 G4040     <NA>    <NA>     <NA>        S  311792432   24302777
## 36       Z5 G4040     <NA>    <NA>     <NA>        S  405100579   24422454
## 37       Z5 G4040     <NA>    <NA>     <NA>        S 2393298446     346846
## 38       Z5 G4040     <NA>    <NA>     <NA>        S 2047517287    2360329
## 39       Z5 G4040     <NA>    <NA>     <NA>        S 8831310069     171946
## 40       Z5 G4040     <NA>    <NA>     <NA>        S 1484362446    5384926
## 41       Z5 G4040     <NA>    <NA>     <NA>        S 1010067329      52171
## 42       Z5 G4040     <NA>    <NA>     <NA>        S  853862831     336773
## 43       Z5 G4040     <NA>    <NA>     <NA>        S  471173193   70067651
## 44       Z5 G4040     <NA>    <NA>     <NA>        S 1057289562     231903
## 45       Z5 G4040     <NA>    <NA>     <NA>        S  211352202     509398
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## 832 +29.1069114 -098.6687277
## 833 +28.8045536 -098.5227983
## 834 +28.9787211 -098.4315129
## 835 +32.6817765 -097.6420009
## 836 +27.6310278 -097.6623703
## 837 +27.7966986 -097.6605918
## 838 +34.6902895 -101.7471088
## 839 +34.5542071 -101.7536506
## 840 +27.1688872 -099.3386073
## 841 +26.9504649 -099.1239408
## 842 +31.0481201 -097.4702914
## 843 +31.0785761 -097.6539440
## 844 +30.9140751 -097.5277632
## 845 +29.6815420 -103.4930430
## 846 +30.0285986 -103.0146057
## 847 +30.0419663 -099.0863798
## 848 +29.7821348 -094.8436503
## 849 +29.6720766 -094.6952578
## 850 +31.9153560 -105.3975234
## 851 +32.6165537 -095.0671179
## 852 +32.7953058 -094.7711229
## 853 +32.7166515 -094.9908238
## 854 +36.2657828 -100.6814955
## 855 +36.2681713 -100.9550241
## 856 +31.3743019 -098.0194729
## 857 +31.4327695 -097.7015028
## 858 +31.5846315 -097.7559468
## 859 +31.6303251 -099.9748110
## 860 +31.6750761 -100.1708752
## 861 +31.2491834 -097.7630987

Análise Bivariada

Discuta sobre alguns dos relacionamentos observados nesta parte da investigação. Como os atributos de interesse variaram no conjunto de dados?

Você observou algum relacionamento interessante entre os outros atributos (os que não são de interesse)?

Qual foi o relacionamento mais forte encontrado?

Seção de Gráficos Multivariados

## Warning: Removed 113 rows containing missing values (geom_point).

Análise Multivariada

Discuta sobre os relacionamentos observados nesta parte da investigação. Quais atributos que fortaleceram os demais na observação das variáveis de interesse?

Interações surpreendentes e/ou interessantes foram encontradas entre os atributos?

OPCIONAL: Modelos foram criados usando este conjunto de dados? Discuta sobre os pontos fortes e as limitações do seu modelo.


Gráficos Finais e Sumário

Primeiro Gráfico

Descrição do Primeiro Gráfico

Segundo Gráfico

Descrição do Segundo Gráfico

Terceiro Gráfico

Descrição do Terceiro Gráfico


Reflexão

No início da análise dos dados tinha em mente fazer utilização apenas dos dados disponíveis no dataset. A partir dele comecei a fazer a análise das distribuição de valores do estado de NY. Neste ponto me deparei com as questões citadas no início do documento, que me fizeram mudar minha análise para os dados de outro esttado, o Texas.

Durante as primeiras análises percebi que muitos dados necessitavam de trartamento e então resolvi preparar um script em Python para realizar alguns ajustes. Outra observação feita com inicio do trabalho, foi que a necessidade de mais dados para análise e exclusão de algumas informações desnecessárias no dataset.

DIFICULDADE COM MAPA

Referências

Abaixo o link para referências usadas para este trabalho